tidyr

Haley Jeppson, Joe Papio,
Sam Tyner

June 14, 2017

The tidyr package

What is tidy data?

Happy families are all alike; every unhappy family is unhappy in its own way.
Leo Tolstoy

  • Resource: follow along tidyr vignette
  • available as vignette("tidy-data", package="tidyr")
  • vignette is version of the tidy data paper with updated code

Outline

  • Different sources of messiness
  • Key-Value pairs
  • tidyr: spread and gather, separate

Data is usually in a spreadsheet format, but…

there’s different ways of encoding the same information:

Option #1

##           name treatmenta treatmentb
## 1   John Smith         NA         18
## 2     Jane Doe          4          1
## 3 Mary Johnson          6          7

Option #2

##   treatment John.Smith Jane.Doe Mary.Johnson
## 1         a         NA        4            6
## 2         b         18        1            7

Neither #1 nor #2 are “clean” versions of the data: observed information is part of the data structure; some implicit information is assumed

This format is not ideal for data analysis

library(ggplot2)

ggplot(french_fries) + 
  geom_boxplot(aes(x="1_buttery", y=buttery), fill = "cyan4") +
  geom_boxplot(aes(x = "2_grassy", y = grassy), fill = "darkorange2") +
  geom_boxplot(aes(x = "3_painty", y = painty), fill = "darkorchid1") +
  geom_boxplot(aes(x = "4_potato", y = potato), fill = "chartreuse3") +
  geom_boxplot(aes(x = "5_rancid", y = rancid), fill = "deeppink") +
  xlab("variable") + ylab("rating")

What we have and what we want

We want to change this wide format:

Wide Format

to this long format:

Long Format

Sources of Messiness

  1. Column headers are values, not variable names.
    e.g. treatmenta, treatmentb
  2. Multiple variables are stored in one column.
    e.g. Fall 2015, Spring 2016 or “1301 8th St SE, Orange City, Iowa 51041 (42.99755, -96.04149)”, “2102 Durant, Harlan, Iowa 51537 (41.65672, -95.33780)”
  3. Multiple observational units are stored in the same table.
  4. A single observational unit is stored in multiple tables.

Tidy data

  1. Each variable forms one column.
  2. Each observation forms one row.
  3. Each type of observational unit forms a table.

Long Format

Clean version of the example

##   treatment      patient score
## 1         a   John Smith    NA
## 2         b   John Smith    18
## 3         a     Jane Doe     4
## 4         b     Jane Doe     1
## 5         a Mary Johnson     6
## 6         b Mary Johnson     7
  • treatment and patient uniquely describe a single row in the dataset.
  • treatment and patient are key variables,
  • score is a measurement variable
  • this makes treatment-patient and score a key-value pair

Key-value pairs (KVP)

Key-Value pairs (KVP) - also attribute-value, field-value, name-value: abstract data representation that allows a lot of flexibility

One way of telling whether a data set is tidy is to check that all keys for a value are aligned in one row:

Untidy data Tidy data

Key-value pairs (KVP)

Keys/Identifiers:

  • Identify a record (must be unique)
  • Example: Indices on an random variable
  • Fixed by design of experiment (known in advance)
  • May be single or composite (may have one or more variables)

Values/Measures:

  • Collected during the experiment (not known in advance)
  • Usually numeric quantities

Tidying data - Plan of attack

Very few functions are needed for tidying data:

  1. Messy (1): tidyr functions gather and spread.
    gather (data, key, value, ...): take multiple columns and collapse into key-value pairs
    spread (data, key, value, fill = NA): spread a key-value pair across multiple columns.
  2. Messy (2): tidyr function separate (data, col, into, sep = " "): separate one column into multiple columns
  3. Messy (3): dplyr - some combination of the functions discussed previously
  4. Messy (4): dplyr functionality join (and friends) to combine multiple data sets

Gather

  • When gathering, you need to specify the keys (identifiers) and the values (measures).
french_fries_long <- french_fries %>% gather(key = variable, value = rating, potato:painty)
french_fries_long
##      time treatment subject rep variable rating
## 1       1         1       3   1   potato    2.9
## 2       1         1       3   2   potato   14.0
## 3       1         1      10   1   potato   11.0
## 4       1         1      10   2   potato    9.9
## 5       1         1      15   1   potato    1.2
## 6       1         1      15   2   potato    8.8
## 7       1         1      16   1   potato    9.0
## 8       1         1      16   2   potato    8.2
## 9       1         1      19   1   potato    7.0
## 10      1         1      19   2   potato   13.0
## 11      1         1      31   1   potato   12.2
## 12      1         1      31   2   potato   12.8
## 13      1         1      51   1   potato    8.6
## 14      1         1      51   2   potato   10.2
## 15      1         1      52   1   potato    5.8
## 16      1         1      52   2   potato    7.0
## 17      1         1      63   1   potato    8.3
## 18      1         1      63   2   potato    2.9
## 19      1         1      78   1   potato    4.9
## 20      1         1      78   2   potato    8.8
## 21      1         1      79   1   potato    5.1
## 22      1         1      79   2   potato   10.4
## 23      1         1      86   1   potato    5.2
## 24      1         1      86   2   potato    3.0
## 25      1         2       3   1   potato   13.9
## 26      1         2       3   2   potato   13.4
## 27      1         2      10   1   potato    9.3
## 28      1         2      10   2   potato   11.0
## 29      1         2      15   1   potato    9.0
## 30      1         2      15   2   potato    7.0
## 31      1         2      16   1   potato    4.6
## 32      1         2      16   2   potato    5.0
## 33      1         2      19   1   potato    9.5
## 34      1         2      19   2   potato   11.3
## 35      1         2      31   1   potato   10.6
## 36      1         2      31   2   potato   11.4
## 37      1         2      51   1   potato   11.7
## 38      1         2      51   2   potato    8.5
## 39      1         2      52   1   potato   10.4
## 40      1         2      52   2   potato    7.1
## 41      1         2      63   1   potato   13.1
## 42      1         2      63   2   potato    7.7
## 43      1         2      78   1   potato    9.1
## 44      1         2      78   2   potato    4.3
## 45      1         2      79   1   potato    8.3
## 46      1         2      79   2   potato    5.1
## 47      1         2      86   1   potato    6.1
## 48      1         2      86   2   potato    3.2
## 49      1         3       3   1   potato   14.1
## 50      1         3       3   2   potato    9.5
## 51      1         3      10   1   potato   11.3
## 52      1         3      10   2   potato   10.1
## 53      1         3      15   1   potato    5.8
## 54      1         3      15   2   potato    8.0
## 55      1         3      16   1   potato    7.8
## 56      1         3      16   2   potato    5.2
## 57      1         3      19   1   potato    7.2
## 58      1         3      19   2   potato   11.1
## 59      1         3      31   1   potato    7.1
## 60      1         3      31   2   potato   12.5
## 61      1         3      51   1   potato   13.6
## 62      1         3      51   2   potato    8.5
## 63      1         3      52   1   potato   10.6
## 64      1         3      52   2   potato   10.3
## 65      1         3      63   1   potato    8.6
## 66      1         3      63   2   potato   10.3
## 67      1         3      78   1   potato    7.4
## 68      1         3      78   2   potato    5.0
## 69      1         3      79   1   potato    8.8
## 70      1         3      79   2   potato    8.3
## 71      1         3      86   1   potato    6.7
## 72      1         3      86   2   potato    7.9
## 73      2         1       3   1   potato    9.0
## 74      2         1       3   2   potato    5.5
## 75      2         1      10   1   potato    8.0
## 76      2         1      10   2   potato   10.2
## 77      2         1      15   1   potato    5.3
## 78      2         1      15   2   potato    7.3
## 79      2         1      16   1   potato    4.1
## 80      2         1      16   2   potato   11.0
## 81      2         1      19   1   potato    8.7
## 82      2         1      19   2   potato   11.0
## 83      2         1      31   1   potato    9.7
## 84      2         1      31   2   potato    4.1
## 85      2         1      51   1   potato    9.4
## 86      2         1      51   2   potato   14.3
## 87      2         1      52   1   potato    6.5
## 88      2         1      52   2   potato    8.2
## 89      2         1      63   1   potato    8.9
## 90      2         1      63   2   potato    8.7
## 91      2         1      78   1   potato    3.3
## 92      2         1      78   2   potato    4.5
## 93      2         1      79   1   potato    5.9
## 94      2         1      79   2   potato    6.0
## 95      2         1      86   1   potato    6.7
## 96      2         1      86   2   potato    5.9
## 97      2         2       3   1   potato   14.1
## 98      2         2       3   2   potato    3.3
## 99      2         2      10   1   potato   11.2
## 100     2         2      10   2   potato    8.2
## 101     2         2      15   1   potato   12.7
## 102     2         2      15   2   potato    3.9
## 103     2         2      16   1   potato    5.4
## 104     2         2      16   2   potato    2.6
## 105     2         2      19   1   potato   11.2
## 106     2         2      19   2   potato    4.3
## 107     2         2      31   1   potato   10.6
## 108     2         2      31   2   potato    6.6
## 109     2         2      51   1   potato    9.2
## 110     2         2      51   2   potato   11.6
## 111     2         2      52   1   potato    9.7
## 112     2         2      52   2   potato   10.2
## 113     2         2      63   1   potato   12.2
## 114     2         2      63   2   potato   10.7
## 115     2         2      78   1   potato    6.7
## 116     2         2      78   2   potato    7.0
## 117     2         2      79   1   potato   10.9
## 118     2         2      79   2   potato   10.4
## 119     2         2      86   1   potato    3.9
## 120     2         2      86   2   potato    8.3
## 121     2         3       3   1   potato    6.5
## 122     2         3       3   2   potato   13.8
## 123     2         3      10   1   potato   10.3
## 124     2         3      10   2   potato   10.2
## 125     2         3      15   1   potato    6.3
## 126     2         3      15   2   potato   10.4
## 127     2         3      16   1   potato    8.2
## 128     2         3      16   2   potato    1.5
## 129     2         3      19   1   potato   11.4
## 130     2         3      19   2   potato    6.0
## 131     2         3      31   1   potato   10.5
## 132     2         3      31   2   potato    8.1
## 133     2         3      51   1   potato   12.2
## 134     2         3      51   2   potato   12.1
## 135     2         3      52   1   potato   10.7
## 136     2         3      52   2   potato    9.1
## 137     2         3      63   1   potato    6.2
## 138     2         3      63   2   potato    6.5
## 139     2         3      78   1   potato    2.7
## 140     2         3      78   2   potato    4.4
## 141     2         3      79   1   potato    7.7
## 142     2         3      79   2   potato    6.7
## 143     2         3      86   1   potato    7.7
## 144     2         3      86   2   potato    4.0
## 145     3         1       3   1   potato   11.8
## 146     3         1       3   2   potato    7.8
## 147     3         1      10   1   potato    9.3
## 148     3         1      10   2   potato    9.1
## 149     3         1      15   1   potato    3.4
## 150     3         1      15   2   potato    5.7
## 151     3         1      16   1   potato    1.5
## 152     3         1      16   2   potato    4.2
## 153     3         1      19   1   potato   11.2
## 154     3         1      19   2   potato   11.8
## 155     3         1      31   1   potato    8.2
## 156     3         1      31   2   potato    8.8
## 157     3         1      51   1   potato    6.1
## 158     3         1      51   2   potato   10.1
## 159     3         1      52   1   potato    6.6
## 160     3         1      52   2   potato   10.4
## 161     3         1      63   1   potato    8.9
## 162     3         1      63   2   potato   10.8
## 163     3         1      78   1   potato    2.5
## 164     3         1      78   2   potato    6.3
## 165     3         1      79   1   potato    8.6
## 166     3         1      79   2   potato    3.8
## 167     3         1      86   1   potato    9.0
## 168     3         1      86   2   potato   10.6
## 169     3         2       3   1   potato    4.0
## 170     3         2       3   2   potato    9.9
## 171     3         2      10   1   potato   10.1
## 172     3         2      10   2   potato    9.0
## 173     3         2      15   1   potato    8.3
## 174     3         2      15   2   potato    6.1
## 175     3         2      16   1   potato    2.6
## 176     3         2      16   2   potato    9.6
## 177     3         2      19   1   potato    4.8
## 178     3         2      19   2   potato    5.6
## 179     3         2      31   1   potato   10.2
## 180     3         2      31   2   potato   10.0
## 181     3         2      51   1   potato    6.6
## 182     3         2      51   2   potato    9.3
## 183     3         2      52   1   potato    7.2
## 184     3         2      52   2   potato    8.2
## 185     3         2      63   1   potato   12.8
## 186     3         2      63   2   potato   10.7
## 187     3         2      78   1   potato    7.5
## 188     3         2      78   2   potato    2.4
## 189     3         2      79   1   potato    8.4
## 190     3         2      79   2   potato    5.4
## 191     3         2      86   1   potato    9.4
## 192     3         2      86   2   potato    5.2
## 193     3         3       3   1   potato    7.3
## 194     3         3       3   2   potato    7.3
## 195     3         3      10   1   potato    9.6
## 196     3         3      10   2   potato   11.0
## 197     3         3      15   1   potato    5.2
## 198     3         3      15   2   potato    6.5
## 199     3         3      16   1   potato   10.6
## 200     3         3      16   2   potato    8.6
## 201     3         3      19   1   potato    6.4
## 202     3         3      19   2   potato    9.7
## 203     3         3      31   1   potato    7.6
## 204     3         3      31   2   potato    8.7
## 205     3         3      51   1   potato    9.1
## 206     3         3      51   2   potato    9.3
## 207     3         3      52   1   potato    8.1
## 208     3         3      52   2   potato   10.2
## 209     3         3      63   1   potato    9.0
## 210     3         3      63   2   potato    9.1
## 211     3         3      78   1   potato    9.2
## 212     3         3      78   2   potato    2.0
## 213     3         3      79   1   potato    7.5
## 214     3         3      79   2   potato    8.7
## 215     3         3      86   1   potato    5.2
## 216     3         3      86   2   potato    5.7
## 217     4         1       3   1   potato   13.6
## 218     4         1       3   2   potato    5.3
## 219     4         1      10   1   potato    8.1
## 220     4         1      10   2   potato    9.1
## 221     4         1      15   1   potato    8.1
## 222     4         1      15   2   potato    7.2
## 223     4         1      16   1   potato    6.8
## 224     4         1      16   2   potato   10.5
## 225     4         1      19   1   potato    8.9
## 226     4         1      19   2   potato    6.9
## 227     4         1      31   1   potato   11.7
## 228     4         1      31   2   potato    3.4
## 229     4         1      51   1   potato    9.3
## 230     4         1      51   2   potato   13.2
## 231     4         1      52   1   potato    8.5
## 232     4         1      52   2   potato    8.9
## 233     4         1      63   1   potato   10.4
## 234     4         1      63   2   potato   11.4
## 235     4         1      78   1   potato    9.4
## 236     4         1      78   2   potato    3.2
## 237     4         1      79   1   potato    8.4
## 238     4         1      79   2   potato    7.0
## 239     4         1      86   1   potato    8.3
## 240     4         1      86   2   potato    4.1
## 241     4         2       3   1   potato   12.9
## 242     4         2       3   2   potato   12.7
## 243     4         2      10   1   potato    8.4
## 244     4         2      10   2   potato    9.0
## 245     4         2      15   1   potato    5.1
## 246     4         2      15   2   potato    8.7
## 247     4         2      16   1   potato    3.8
## 248     4         2      16   2   potato    7.4
## 249     4         2      19   1   potato   10.5
## 250     4         2      19   2   potato   12.9
## 251     4         2      31   1   potato    6.8
## 252     4         2      31   2   potato   10.5
## 253     4         2      51   1   potato   10.9
## 254     4         2      51   2   potato   13.2
## 255     4         2      52   1   potato    6.8
## 256     4         2      52   2   potato    8.3
## 257     4         2      63   1   potato    8.0
## 258     4         2      63   2   potato   11.6
## 259     4         2      78   1   potato    3.9
## 260     4         2      78   2   potato    1.1
## 261     4         2      79   1   potato    8.5
## 262     4         2      79   2   potato   10.7
## 263     4         2      86   1   potato    2.7
## 264     4         2      86   2   potato    2.5
## 265     4         3       3   1   potato    1.5
## 266     4         3       3   2   potato    5.9
## 267     4         3      10   1   potato   10.3
## 268     4         3      10   2   potato    9.5
## 269     4         3      15   1   potato    5.2
## 270     4         3      15   2   potato    7.0
## 271     4         3      16   1   potato   12.7
## 272     4         3      16   2   potato    6.8
## 273     4         3      19   1   potato    5.8
## 274     4         3      19   2   potato    4.7
## 275     4         3      31   1   potato   11.0
## 276     4         3      31   2   potato    9.2
## 277     4         3      51   1   potato    7.0
## 278     4         3      51   2   potato   10.3
## 279     4         3      52   1   potato    3.3
## 280     4         3      52   2   potato    5.2
## 281     4         3      63   1   potato    5.6
## 282     4         3      63   2   potato    5.8
## 283     4         3      78   1   potato    7.7
## 284     4         3      78   2   potato    3.5
## 285     4         3      79   1   potato    5.7
## 286     4         3      79   2   potato    9.2
## 287     4         3      86   1   potato    1.4
## 288     4         3      86   2   potato    2.5
## 289     5         1       3   1   potato   14.0
## 290     5         1       3   2   potato   12.9
## 291     5         1      10   1   potato    9.6
## 292     5         1      10   2   potato    8.7
## 293     5         1      15   1   potato    4.1
## 294     5         1      15   2   potato    3.2
## 295     5         1      16   1   potato   10.1
## 296     5         1      16   2   potato   10.5
## 297     5         1      19   1   potato    5.3
## 298     5         1      19   2   potato    9.9
## 299     5         1      31   1   potato   11.2
## 300     5         1      31   2   potato    9.9
## 301     5         1      51   1   potato    9.2
## 302     5         1      51   2   potato   12.5
## 303     5         1      52   1   potato    4.1
## 304     5         1      52   2   potato    6.4
## 305     5         1      63   1   potato    9.8
## 306     5         1      63   2   potato    4.2
## 307     5         1      78   1   potato    3.3
## 308     5         1      78   2   potato    5.0
## 309     5         1      79   1   potato    8.0
## 310     5         1      79   2   potato    8.1
## 311     5         1      86   1   potato    2.2
## 312     5         1      86   2   potato    3.6
## 313     5         2       3   1   potato    3.4
## 314     5         2       3   2   potato   13.7
## 315     5         2      10   1   potato    9.2
## 316     5         2      10   2   potato    8.5
## 317     5         2      15   1   potato    4.1
## 318     5         2      15   2   potato    1.5
## 319     5         2      16   1   potato   13.4
## 320     5         2      16   2   potato   11.0
## 321     5         2      19   1   potato    7.6
## 322     5         2      19   2   potato    5.5
## 323     5         2      31   1   potato    5.4
## 324     5         2      31   2   potato    6.5
## 325     5         2      51   1   potato    8.0
## 326     5         2      51   2   potato   12.7
## 327     5         2      52   1   potato    4.9
## 328     5         2      52   2   potato    5.9
## 329     5         2      63   1   potato    4.4
## 330     5         2      63   2   potato    7.5
## 331     5         2      78   1   potato    5.6
## 332     5         2      78   2   potato    2.4
## 333     5         2      79   1   potato   10.1
## 334     5         2      79   2   potato    6.1
## 335     5         2      86   1   potato    5.8
## 336     5         2      86   2   potato    3.2
## 337     5         3       3   1   potato    4.0
## 338     5         3       3   2   potato   10.1
## 339     5         3      10   1   potato   10.7
## 340     5         3      10   2   potato    9.0
## 341     5         3      15   1   potato     NA
## 342     5         3      15   2   potato    3.6
## 343     5         3      16   1   potato    5.2
## 344     5         3      16   2   potato    6.7
## 345     5         3      19   1   potato   10.2
## 346     5         3      19   2   potato    7.1
## 347     5         3      31   1   potato   12.3
## 348     5         3      31   2   potato   11.5
## 349     5         3      51   1   potato   10.6
## 350     5         3      51   2   potato    7.5
## 351     5         3      52   1   potato    6.3
## 352     5         3      52   2   potato    4.0
## 353     5         3      63   1   potato    9.1
## 354     5         3      63   2   potato    9.0
## 355     5         3      78   1   potato    3.4
## 356     5         3      78   2   potato    1.5
## 357     5         3      79   1   potato    7.9
## 358     5         3      79   2   potato    9.4
## 359     5         3      86   1   potato    5.4
## 360     5         3      86   2   potato    3.6
## 361     6         1       3   1   potato    0.4
## 362     6         1       3   2   potato    3.3
## 363     6         1      10   1   potato   13.2
## 364     6         1      10   2   potato   10.0
## 365     6         1      15   1   potato    0.0
## 366     6         1      15   2   potato    2.6
## 367     6         1      16   1   potato    4.9
## 368     6         1      16   2   potato    8.9
## 369     6         1      19   1   potato   12.2
## 370     6         1      19   2   potato   11.1
## 371     6         1      31   1   potato   12.0
## 372     6         1      31   2   potato    8.2
## 373     6         1      51   1   potato   10.2
## 374     6         1      51   2   potato    8.5
## 375     6         1      52   1   potato    3.8
## 376     6         1      52   2   potato    3.7
## 377     6         1      63   1   potato    3.1
## 378     6         1      63   2   potato    4.2
## 379     6         1      78   1   potato    1.5
## 380     6         1      78   2   potato    1.1
## 381     6         1      79   1   potato   11.4
## 382     6         1      79   2   potato    7.9
## 383     6         1      86   1   potato    1.0
## 384     6         1      86   2   potato    2.7
## 385     6         2       3   1   potato    7.3
## 386     6         2       3   2   potato    1.8
## 387     6         2      10   1   potato   10.7
## 388     6         2      10   2   potato   11.4
## 389     6         2      15   1   potato    3.4
## 390     6         2      15   2   potato    4.6
## 391     6         2      16   1   potato   11.8
## 392     6         2      16   2   potato   10.8
## 393     6         2      19   1   potato    7.6
## 394     6         2      19   2   potato   11.1
## 395     6         2      31   1   potato   11.4
## 396     6         2      31   2   potato    6.9
## 397     6         2      51   1   potato   10.6
## 398     6         2      51   2   potato    6.3
## 399     6         2      52   1   potato    6.3
## 400     6         2      52   2   potato    5.6
## 401     6         2      63   1   potato    5.2
## 402     6         2      63   2   potato    6.1
## 403     6         2      78   1   potato    3.4
## 404     6         2      78   2   potato    1.3
## 405     6         2      79   1   potato    5.7
## 406     6         2      79   2   potato    9.4
## 407     6         2      86   1   potato    6.4
## 408     6         2      86   2   potato    3.3
## 409     6         3       3   1   potato    2.2
## 410     6         3       3   2   potato    5.3
## 411     6         3      10   1   potato   10.8
## 412     6         3      10   2   potato   11.5
## 413     6         3      15   1   potato    1.0
## 414     6         3      15   2   potato    4.3
## 415     6         3      16   1   potato    5.3
## 416     6         3      16   2   potato   12.1
## 417     6         3      19   1   potato   10.6
## 418     6         3      19   2   potato    6.1
## 419     6         3      31   1   potato    8.3
## 420     6         3      31   2   potato    8.1
## 421     6         3      51   1   potato   12.4
## 422     6         3      51   2   potato    8.5
## 423     6         3      52   1   potato    4.4
## 424     6         3      52   2   potato    3.9
## 425     6         3      63   1   potato    6.5
## 426     6         3      63   2   potato   11.4
## 427     6         3      78   1   potato    5.5
## 428     6         3      78   2   potato    4.3
## 429     6         3      79   1   potato    8.4
## 430     6         3      79   2   potato    8.8
## 431     6         3      86   1   potato    2.2
## 432     6         3      86   2   potato    4.1
## 433     7         1       3   1   potato    2.9
## 434     7         1       3   2   potato    0.8
## 435     7         1      10   1   potato   11.0
## 436     7         1      10   2   potato    8.7
## 437     7         1      15   1   potato    1.2
## 438     7         1      15   2   potato    2.9
## 439     7         1      16   1   potato    9.0
## 440     7         1      16   2   potato    7.2
## 441     7         1      19   1   potato    7.0
## 442     7         1      19   2   potato    5.5
## 443     7         1      31   1   potato   12.2
## 444     7         1      31   2   potato    9.4
## 445     7         1      51   1   potato    8.6
## 446     7         1      51   2   potato   14.1
## 447     7         1      52   1   potato    5.8
## 448     7         1      52   2   potato    3.2
## 449     7         1      63   1   potato    8.3
## 450     7         1      63   2   potato    6.2
## 451     7         1      78   1   potato    4.9
## 452     7         1      78   2   potato    0.5
## 453     7         1      79   1   potato    5.1
## 454     7         1      79   2   potato    9.9
## 455     7         1      86   1   potato    5.2
## 456     7         1      86   2   potato    1.2
## 457     7         2       3   1   potato    1.5
## 458     7         2       3   2   potato    3.5
## 459     7         2      10   1   potato   10.5
## 460     7         2      10   2   potato    9.6
## 461     7         2      15   1   potato    0.4
## 462     7         2      15   2   potato    1.7
## 463     7         2      16   1   potato    3.7
## 464     7         2      16   2   potato    8.1
## 465     7         2      19   1   potato    6.5
## 466     7         2      19   2   potato    9.3
## 467     7         2      31   1   potato    6.1
## 468     7         2      31   2   potato    7.0
## 469     7         2      51   1   potato    7.3
## 470     7         2      51   2   potato   12.4
## 471     7         2      52   1   potato    4.1
## 472     7         2      52   2   potato    4.2
## 473     7         2      63   1   potato   10.4
## 474     7         2      63   2   potato    9.8
## 475     7         2      78   1   potato    1.3
## 476     7         2      78   2   potato    1.4
## 477     7         2      79   1   potato    7.3
## 478     7         2      79   2   potato    6.6
## 479     7         2      86   1   potato    1.2
## 480     7         2      86   2   potato    3.6
## 481     7         3       3   1   potato    0.9
## 482     7         3       3   2   potato    2.6
## 483     7         3      10   1   potato    7.1
## 484     7         3      10   2   potato    9.5
## 485     7         3      15   1   potato    1.2
## 486     7         3      15   2   potato    1.0
## 487     7         3      16   1   potato   12.7
## 488     7         3      16   2   potato   10.8
## 489     7         3      19   1   potato    8.6
## 490     7         3      19   2   potato    9.0
## 491     7         3      31   1   potato    6.4
## 492     7         3      31   2   potato   12.0
## 493     7         3      51   1   potato    9.4
## 494     7         3      51   2   potato    8.7
## 495     7         3      52   1   potato    6.4
## 496     7         3      52   2   potato    5.7
## 497     7         3      63   1   potato    9.5
## 498     7         3      63   2   potato   10.7
## 499     7         3      78   1   potato    4.3
## 500     7         3      78   2   potato    0.2
## 501     7         3      79   1   potato    7.2
## 502     7         3      79   2   potato    6.5
## 503     7         3      86   1   potato    3.0
## 504     7         3      86   2   potato    2.4
## 505     8         1       3   1   potato    3.5
## 506     8         1       3   2   potato    0.6
## 507     8         1      10   1   potato   10.2
## 508     8         1      10   2   potato    8.6
## 509     8         1      15   1   potato    1.9
## 510     8         1      15   2   potato    0.6
## 511     8         1      16   1   potato    2.4
## 512     8         1      16   2   potato    0.9
## 513     8         1      19   1   potato    5.4
## 514     8         1      19   2   potato   11.0
## 515     8         1      31   1   potato    4.0
## 516     8         1      31   2   potato    6.6
## 517     8         1      51   1   potato   14.9
## 518     8         1      51   2   potato   11.5
## 519     8         1      52   1   potato    2.1
## 520     8         1      52   2   potato    1.7
## 521     8         1      63   1   potato    5.9
## 522     8         1      63   2   potato    3.8
## 523     8         1      78   1   potato    1.5
## 524     8         1      78   2   potato    1.6
## 525     8         1      79   1   potato   10.5
## 526     8         1      79   2   potato    9.8
## 527     8         1      86   1   potato    3.8
## 528     8         1      86   2   potato    1.4
## 529     8         2       3   1   potato    0.9
## 530     8         2       3   2   potato    0.5
## 531     8         2      10   1   potato   10.9
## 532     8         2      10   2   potato   10.3
## 533     8         2      15   1   potato    3.2
## 534     8         2      15   2   potato    2.3
## 535     8         2      16   1   potato    4.5
## 536     8         2      16   2   potato    5.3
## 537     8         2      19   1   potato   11.2
## 538     8         2      19   2   potato    8.7
## 539     8         2      31   1   potato    7.8
## 540     8         2      31   2   potato    9.9
## 541     8         2      51   1   potato   13.8
## 542     8         2      51   2   potato    8.5
## 543     8         2      52   1   potato    3.9
## 544     8         2      52   2   potato    0.0
## 545     8         2      63   1   potato    3.9
## 546     8         2      63   2   potato    5.7
## 547     8         2      78   1   potato    4.0
## 548     8         2      78   2   potato    2.1
## 549     8         2      79   1   potato    8.2
## 550     8         2      79   2   potato    5.7
## 551     8         2      86   1   potato    1.3
## 552     8         2      86   2   potato    2.8
## 553     8         3       3   1   potato    1.5
## 554     8         3       3   2   potato    0.5
## 555     8         3      10   1   potato   10.0
## 556     8         3      10   2   potato   10.9
## 557     8         3      15   1   potato    0.6
## 558     8         3      15   2   potato    0.2
## 559     8         3      16   1   potato    2.2
## 560     8         3      16   2   potato    3.3
## 561     8         3      19   1   potato   11.1
## 562     8         3      19   2   potato   11.5
## 563     8         3      31   1   potato    4.2
## 564     8         3      31   2   potato    8.1
## 565     8         3      51   1   potato   14.5
## 566     8         3      51   2   potato   14.0
## 567     8         3      52   1   potato    0.0
## 568     8         3      52   2   potato    3.2
## 569     8         3      63   1   potato    7.8
## 570     8         3      63   2   potato    8.6
## 571     8         3      78   1   potato    0.8
## 572     8         3      78   2   potato    3.2
## 573     8         3      79   1   potato    6.8
## 574     8         3      79   2   potato    5.7
## 575     8         3      86   1   potato    1.4
## 576     8         3      86   2   potato    1.4
## 577     9         1       3   1   potato    1.1
## 578     9         1       3   2   potato    2.5
## 579     9         1      10   1   potato   10.5
## 580     9         1      10   2   potato   11.2
## 581     9         1      15   1   potato    0.2
## 582     9         1      15   2   potato    1.7
## 583     9         1      16   1   potato    5.4
## 584     9         1      16   2   potato    8.5
## 585     9         1      19   1   potato    9.6
## 586     9         1      19   2   potato    9.0
## 587     9         1      51   1   potato   10.2
## 588     9         1      51   2   potato   12.7
## 589     9         1      52   1   potato    5.1
## 590     9         1      52   2   potato    3.0
## 591     9         1      63   1   potato    1.7
## 592     9         1      63   2   potato    5.3
## 593     9         1      78   1   potato    3.5
## 594     9         1      78   2   potato    1.0
## 595     9         1      79   1   potato   10.1
## 596     9         1      79   2   potato    9.1
## 597     9         2       3   1   potato    2.7
## 598     9         2       3   2   potato    1.8
## 599     9         2      10   1   potato   10.4
## 600     9         2      10   2   potato   11.0
## 601     9         2      15   1   potato    0.2
## 602     9         2      15   2   potato    0.0
## 603     9         2      16   1   potato    8.5
## 604     9         2      16   2   potato    3.8
## 605     9         2      19   1   potato   11.1
## 606     9         2      19   2   potato    6.2
## 607     9         2      51   1   potato    7.3
## 608     9         2      51   2   potato   10.6
## 609     9         2      52   1   potato    1.8
## 610     9         2      52   2   potato    1.6
## 611     9         2      63   1   potato    1.8
## 612     9         2      63   2   potato    9.1
## 613     9         2      78   1   potato    2.0
## 614     9         2      78   2   potato    3.4
## 615     9         2      79   1   potato    6.7
## 616     9         2      79   2   potato    9.4
## 617     9         3       3   1   potato    1.6
## 618     9         3       3   2   potato    0.7
## 619     9         3      10   1   potato   10.2
## 620     9         3      10   2   potato    7.3
## 621     9         3      15   1   potato    0.7
## 622     9         3      15   2   potato    1.5
## 623     9         3      16   1   potato    7.5
## 624     9         3      16   2   potato    3.6
## 625     9         3      19   1   potato    7.9
## 626     9         3      19   2   potato    9.1
## 627     9         3      51   1   potato    8.2
## 628     9         3      51   2   potato    8.9
## 629     9         3      52   1   potato    1.1
## 630     9         3      52   2   potato    4.0
## 631     9         3      63   1   potato    7.5
## 632     9         3      63   2   potato    6.0
## 633     9         3      78   1   potato    7.9
## 634     9         3      78   2   potato    0.0
## 635     9         3      79   1   potato    7.8
## 636     9         3      79   2   potato    8.1
## 637    10         1      10   1   potato   10.6
## 638    10         1      10   2   potato   12.1
## 639    10         1      15   1   potato    0.1
## 640    10         1      15   2   potato    1.7
## 641    10         1      16   1   potato    3.0
## 642    10         1      16   2   potato    3.8
## 643    10         1      19   1   potato   11.4
## 644    10         1      19   2   potato   11.8
## 645    10         1      31   1   potato    9.5
## 646    10         1      31   2   potato    5.3
## 647    10         1      51   1   potato    7.6
## 648    10         1      51   2   potato   12.3
## 649    10         1      52   1   potato    0.4
## 650    10         1      52   2   potato    0.0
## 651    10         1      63   1   potato    6.5
## 652    10         1      63   2   potato    6.2
## 653    10         1      78   1   potato    1.2
## 654    10         1      78   2   potato    4.4
## 655    10         1      86   1   potato    0.7
## 656    10         1      86   2   potato    0.7
## 657    10         2      10   1   potato   10.7
## 658    10         2      10   2   potato   10.5
## 659    10         2      15   1   potato    4.8
## 660    10         2      15   2   potato    1.1
## 661    10         2      16   1   potato    4.2
## 662    10         2      16   2   potato    2.9
## 663    10         2      19   1   potato    7.0
## 664    10         2      19   2   potato   10.9
## 665    10         2      31   1   potato    4.6
## 666    10         2      31   2   potato    2.3
## 667    10         2      51   1   potato   11.3
## 668    10         2      51   2   potato    9.9
## 669    10         2      52   1   potato    0.3
## 670    10         2      52   2   potato    3.8
## 671    10         2      63   1   potato    8.6
## 672    10         2      63   2   potato    9.0
## 673    10         2      78   1   potato    5.2
## 674    10         2      78   2   potato    1.5
## 675    10         2      86   1   potato    2.0
## 676    10         2      86   2   potato    1.0
## 677    10         3      10   1   potato   11.3
## 678    10         3      10   2   potato   10.0
## 679    10         3      15   1   potato    2.5
## 680    10         3      15   2   potato    4.3
## 681    10         3      16   1   potato    3.9
## 682    10         3      16   2   potato    2.5
## 683    10         3      19   1   potato    9.1
## 684    10         3      19   2   potato   12.2
## 685    10         3      31   1   potato    6.5
## 686    10         3      31   2   potato   10.4
## 687    10         3      51   1   potato    8.0
## 688    10         3      51   2   potato   11.6
## 689    10         3      52   1   potato    1.2
## 690    10         3      52   2   potato    1.8
## 691    10         3      63   1   potato    7.0
## 692    10         3      63   2   potato    7.0
## 693    10         3      78   1   potato    3.7
## 694    10         3      78   2   potato    3.3
## 695    10         3      86   1   potato    2.5
## 696    10         3      86   2   potato    2.5
## 697     1         1       3   1  buttery    0.0
## 698     1         1       3   2  buttery    0.0
## 699     1         1      10   1  buttery    6.4
## 700     1         1      10   2  buttery    5.9
## 701     1         1      15   1  buttery    0.1
## 702     1         1      15   2  buttery    3.0
## 703     1         1      16   1  buttery    2.6
## 704     1         1      16   2  buttery    4.4
## 705     1         1      19   1  buttery    3.2
## 706     1         1      19   2  buttery    0.0
## 707     1         1      31   1  buttery    0.0
## 708     1         1      31   2  buttery    2.5
## 709     1         1      51   1  buttery    1.7
## 710     1         1      51   2  buttery    4.2
## 711     1         1      52   1  buttery    0.0
## 712     1         1      52   2  buttery    3.1
## 713     1         1      63   1  buttery    0.0
## 714     1         1      63   2  buttery    0.0
## 715     1         1      78   1  buttery    1.2
## 716     1         1      78   2  buttery    0.6
## 717     1         1      79   1  buttery    0.0
## 718     1         1      79   2  buttery    0.4
## 719     1         1      86   1  buttery    1.2
## 720     1         1      86   2  buttery    2.6
## 721     1         2       3   1  buttery    0.0
## 722     1         2       3   2  buttery    0.1
## 723     1         2      10   1  buttery    5.2
## 724     1         2      10   2  buttery   10.1
## 725     1         2      15   1  buttery    3.6
## 726     1         2      15   2  buttery    2.7
## 727     1         2      16   1  buttery    3.5
## 728     1         2      16   2  buttery    0.6
## 729     1         2      19   1  buttery    2.5
## 730     1         2      19   2  buttery    1.1
## 731     1         2      31   1  buttery    0.7
## 732     1         2      31   2  buttery    3.2
## 733     1         2      51   1  buttery    4.1
## 734     1         2      51   2  buttery    1.8
## 735     1         2      52   1  buttery    4.4
## 736     1         2      52   2  buttery    1.1
## 737     1         2      63   1  buttery    0.3
## 738     1         2      63   2  buttery    0.0
## 739     1         2      78   1  buttery    0.7
## 740     1         2      78   2  buttery    0.1
## 741     1         2      79   1  buttery    0.8
## 742     1         2      79   2  buttery    4.5
## 743     1         2      86   1  buttery    4.4
## 744     1         2      86   2  buttery    4.3
## 745     1         3       3   1  buttery    0.0
## 746     1         3       3   2  buttery    0.0
## 747     1         3      10   1  buttery   10.2
## 748     1         3      10   2  buttery    5.0
## 749     1         3      15   1  buttery    1.0
## 750     1         3      15   2  buttery    3.6
## 751     1         3      16   1  buttery    0.2
## 752     1         3      16   2  buttery    1.1
## 753     1         3      19   1  buttery    3.4
## 754     1         3      19   2  buttery    2.8
## 755     1         3      31   1  buttery    0.7
## 756     1         3      31   2  buttery    3.7
## 757     1         3      51   1  buttery    1.4
## 758     1         3      51   2  buttery    4.7
## 759     1         3      52   1  buttery    2.0
## 760     1         3      52   2  buttery    4.7
## 761     1         3      63   1  buttery    0.4
## 762     1         3      63   2  buttery    0.0
## 763     1         3      78   1  buttery    1.6
## 764     1         3      78   2  buttery    0.1
## 765     1         3      79   1  buttery    0.0
## 766     1         3      79   2  buttery    0.0
## 767     1         3      86   1  buttery    4.5
## 768     1         3      86   2  buttery    7.0
## 769     2         1       3   1  buttery    0.3
## 770     2         1       3   2  buttery    0.5
## 771     2         1      10   1  buttery    3.1
## 772     2         1      10   2  buttery    8.4
## 773     2         1      15   1  buttery    1.4
## 774     2         1      15   2  buttery    2.3
## 775     2         1      16   1  buttery    5.1
## 776     2         1      16   2  buttery    3.8
## 777     2         1      19   1  buttery    0.0
## 778     2         1      19   2  buttery    7.5
## 779     2         1      31   1  buttery    3.3
## 780     2         1      31   2  buttery    0.0
## 781     2         1      51   1  buttery    6.7
## 782     2         1      51   2  buttery    1.9
## 783     2         1      52   1  buttery    1.6
## 784     2         1      52   2  buttery    1.0
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## 940     4         2      10   2  buttery    7.7
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## 943     4         2      16   1  buttery    1.1
## 944     4         2      16   2  buttery    4.9
## 945     4         2      19   1  buttery    6.4
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## 948     4         2      31   2  buttery    0.3
## 949     4         2      51   1  buttery    2.2
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## 954     4         2      63   2  buttery    0.0
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## 956     4         2      78   2  buttery    0.0
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## 958     4         2      79   2  buttery    0.9
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## 960     4         2      86   2  buttery    0.6
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## 966     4         3      15   2  buttery    0.3
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## 970     4         3      19   2  buttery    0.0
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## 972     4         3      31   2  buttery    0.0
## 973     4         3      51   1  buttery    3.7
## 974     4         3      51   2  buttery    2.1
## 975     4         3      52   1  buttery    1.7
## 976     4         3      52   2  buttery    0.8
## 977     4         3      63   1  buttery    0.0
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## 980     4         3      78   2  buttery    2.9
## 981     4         3      79   1  buttery    0.0
## 982     4         3      79   2  buttery    0.0
## 983     4         3      86   1  buttery    0.0
## 984     4         3      86   2  buttery    0.0
## 985     5         1       3   1  buttery    0.3
## 986     5         1       3   2  buttery    0.8
## 987     5         1      10   1  buttery    8.4
## 988     5         1      10   2  buttery    5.4
## 989     5         1      15   1  buttery    0.3
## 990     5         1      15   2  buttery    0.2
## 991     5         1      16   1  buttery    0.4
## 992     5         1      16   2  buttery    3.9
## 993     5         1      19   1  buttery    0.9
## 994     5         1      19   2  buttery    1.7
## 995     5         1      31   1  buttery    0.0
## 996     5         1      31   2  buttery    0.3
## 997     5         1      51   1  buttery    2.4
## 998     5         1      51   2  buttery    4.7
## 999     5         1      52   1  buttery    0.0
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## 1004    5         1      78   2  buttery    1.2
## 1005    5         1      79   1  buttery    0.8
## 1006    5         1      79   2  buttery    0.0
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## 1008    5         1      86   2  buttery    0.0
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## 1028    5         2      78   2  buttery    0.0
## 1029    5         2      79   1  buttery    0.0
## 1030    5         2      79   2  buttery    0.5
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## 1035    5         3      10   1  buttery    8.8
## 1036    5         3      10   2  buttery    4.3
## 1037    5         3      15   1  buttery     NA
## 1038    5         3      15   2  buttery    0.2
## 1039    5         3      16   1  buttery    1.0
## 1040    5         3      16   2  buttery    2.0
## 1041    5         3      19   1  buttery    2.9
## 1042    5         3      19   2  buttery    0.0
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## 1044    5         3      31   2  buttery    0.0
## 1045    5         3      51   1  buttery    4.4
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## 1047    5         3      52   1  buttery    0.1
## 1048    5         3      52   2  buttery    0.0
## 1049    5         3      63   1  buttery    0.0
## 1050    5         3      63   2  buttery    0.0
## 1051    5         3      78   1  buttery    0.8
## 1052    5         3      78   2  buttery    0.8
## 1053    5         3      79   1  buttery    0.0
## 1054    5         3      79   2  buttery    0.5
## 1055    5         3      86   1  buttery    4.0
## 1056    5         3      86   2  buttery    0.1
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## 1059    6         1      10   1  buttery   11.2
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## 1061    6         1      15   1  buttery    0.3
## 1062    6         1      15   2  buttery    0.2
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## 1065    6         1      19   1  buttery    9.5
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## 1076    6         1      78   2  buttery    0.6
## 1077    6         1      79   1  buttery    0.4
## 1078    6         1      79   2  buttery    0.0
## 1079    6         1      86   1  buttery    0.0
## 1080    6         1      86   2  buttery    0.0
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## 1082    6         2       3   2  buttery    1.9
## 1083    6         2      10   1  buttery    7.7
## 1084    6         2      10   2  buttery    6.8
## 1085    6         2      15   1  buttery    0.3
## 1086    6         2      15   2  buttery    1.5
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## 1092    6         2      31   2  buttery    1.6
## 1093    6         2      51   1  buttery    3.1
## 1094    6         2      51   2  buttery    8.2
## 1095    6         2      52   1  buttery    0.8
## 1096    6         2      52   2  buttery    0.7
## 1097    6         2      63   1  buttery    0.0
## 1098    6         2      63   2  buttery    0.0
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## 1100    6         2      78   2  buttery    0.0
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## 1103    6         2      86   1  buttery    5.3
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## 1108    6         3      10   2  buttery    5.5
## 1109    6         3      15   1  buttery    0.1
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## 1142    7         1      51   2  buttery    1.4
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## 1145    7         1      63   1  buttery    0.0
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## 1165    7         2      51   1  buttery    2.5
## 1166    7         2      51   2  buttery    4.4
## 1167    7         2      52   1  buttery    0.3
## 1168    7         2      52   2  buttery    0.0
## 1169    7         2      63   1  buttery    0.5
## 1170    7         2      63   2  buttery    0.0
## 1171    7         2      78   1  buttery    0.0
## 1172    7         2      78   2  buttery    1.0
## 1173    7         2      79   1  buttery     NA
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## 1175    7         2      86   1  buttery    0.0
## 1176    7         2      86   2  buttery    0.0
## 1177    7         3       3   1  buttery    0.7
## 1178    7         3       3   2  buttery    0.9
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## 1184    7         3      16   2  buttery    7.5
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## 1188    7         3      31   2  buttery    0.4
## 1189    7         3      51   1  buttery    2.2
## 1190    7         3      51   2  buttery    4.6
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## 1598    3         3      51   2   grassy    0.0
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## 1600    3         3      52   2   grassy    0.9
## 1601    3         3      63   1   grassy    0.0
## 1602    3         3      63   2   grassy    0.0
## 1603    3         3      78   1   grassy    1.8
## 1604    3         3      78   2   grassy    0.0
## 1605    3         3      79   1   grassy    0.0
## 1606    3         3      79   2   grassy    0.0
## 1607    3         3      86   1   grassy    2.1
## 1608    3         3      86   2   grassy    2.7
## 1609    4         1       3   1   grassy    0.0
## 1610    4         1       3   2   grassy    0.0
## 1611    4         1      10   1   grassy    0.0
## 1612    4         1      10   2   grassy    0.0
## 1613    4         1      15   1   grassy    0.4
## 1614    4         1      15   2   grassy    0.6
## 1615    4         1      16   1   grassy    1.2
## 1616    4         1      16   2   grassy    0.4
## 1617    4         1      19   1   grassy    0.0
## 1618    4         1      19   2   grassy   11.1
## 1619    4         1      31   1   grassy    0.0
## 1620    4         1      31   2   grassy    0.0
## 1621    4         1      51   1   grassy    0.7
## 1622    4         1      51   2   grassy    2.1
## 1623    4         1      52   1   grassy    0.2
## 1624    4         1      52   2   grassy    1.8
## 1625    4         1      63   1   grassy    0.0
## 1626    4         1      63   2   grassy    0.0
## 1627    4         1      78   1   grassy    1.2
## 1628    4         1      78   2   grassy    2.3
## 1629    4         1      79   1   grassy    0.0
## 1630    4         1      79   2   grassy    0.0
## 1631    4         1      86   1   grassy    0.0
## 1632    4         1      86   2   grassy    2.6
## 1633    4         2       3   1   grassy    0.0
## 1634    4         2       3   2   grassy    0.0
## 1635    4         2      10   1   grassy    0.0
## 1636    4         2      10   2   grassy    0.0
## 1637    4         2      15   1   grassy    0.0
## 1638    4         2      15   2   grassy    0.0
## 1639    4         2      16   1   grassy    2.1
## 1640    4         2      16   2   grassy    1.1
## 1641    4         2      19   1   grassy    0.0
## 1642    4         2      19   2   grassy    1.3
## 1643    4         2      31   1   grassy    1.0
## 1644    4         2      31   2   grassy    0.0
## 1645    4         2      51   1   grassy    3.3
## 1646    4         2      51   2   grassy    0.7
## 1647    4         2      52   1   grassy    2.4
## 1648    4         2      52   2   grassy    2.0
## 1649    4         2      63   1   grassy    0.0
## 1650    4         2      63   2   grassy    0.0
## 1651    4         2      78   1   grassy    0.0
## 1652    4         2      78   2   grassy    0.0
## 1653    4         2      79   1   grassy    0.0
## 1654    4         2      79   2   grassy    0.0
## 1655    4         2      86   1   grassy    1.5
## 1656    4         2      86   2   grassy    0.0
## 1657    4         3       3   1   grassy    0.4
## 1658    4         3       3   2   grassy    0.0
## 1659    4         3      10   1   grassy    0.0
## 1660    4         3      10   2   grassy    0.0
## 1661    4         3      15   1   grassy    0.3
## 1662    4         3      15   2   grassy    0.1
## 1663    4         3      16   1   grassy    2.2
## 1664    4         3      16   2   grassy    2.8
## 1665    4         3      19   1   grassy    0.0
## 1666    4         3      19   2   grassy    0.0
## 1667    4         3      31   1   grassy    0.0
## 1668    4         3      31   2   grassy    0.0
## 1669    4         3      51   1   grassy    0.1
## 1670    4         3      51   2   grassy    2.7
## 1671    4         3      52   1   grassy    0.9
## 1672    4         3      52   2   grassy    1.4
## 1673    4         3      63   1   grassy    0.0
## 1674    4         3      63   2   grassy    0.0
## 1675    4         3      78   1   grassy    0.0
## 1676    4         3      78   2   grassy    1.1
## 1677    4         3      79   1   grassy    0.0
## 1678    4         3      79   2   grassy    0.0
## 1679    4         3      86   1   grassy    1.4
## 1680    4         3      86   2   grassy    0.0
## 1681    5         1       3   1   grassy    0.0
## 1682    5         1       3   2   grassy    0.0
## 1683    5         1      10   1   grassy    1.5
## 1684    5         1      10   2   grassy    2.6
## 1685    5         1      15   1   grassy    0.3
## 1686    5         1      15   2   grassy    0.5
## 1687    5         1      16   1   grassy    2.8
## 1688    5         1      16   2   grassy    1.4
## 1689    5         1      19   1   grassy    1.7
## 1690    5         1      19   2   grassy    3.3
## 1691    5         1      31   1   grassy    0.4
## 1692    5         1      31   2   grassy    0.0
## 1693    5         1      51   1   grassy    0.2
## 1694    5         1      51   2   grassy    1.0
## 1695    5         1      52   1   grassy    0.0
## 1696    5         1      52   2   grassy    0.3
## 1697    5         1      63   1   grassy    0.0
## 1698    5         1      63   2   grassy    0.0
## 1699    5         1      78   1   grassy    1.3
## 1700    5         1      78   2   grassy    0.0
## 1701    5         1      79   1   grassy    0.0
## 1702    5         1      79   2   grassy    0.0
## 1703    5         1      86   1   grassy    0.0
## 1704    5         1      86   2   grassy    1.2
## 1705    5         2       3   1   grassy    0.0
## 1706    5         2       3   2   grassy    0.0
## 1707    5         2      10   1   grassy    0.0
## 1708    5         2      10   2   grassy    0.0
## 1709    5         2      15   1   grassy    0.2
## 1710    5         2      15   2   grassy    0.4
## 1711    5         2      16   1   grassy    0.1
## 1712    5         2      16   2   grassy    0.2
## 1713    5         2      19   1   grassy    0.0
## 1714    5         2      19   2   grassy    0.0
## 1715    5         2      31   1   grassy    0.5
## 1716    5         2      31   2   grassy    0.0
## 1717    5         2      51   1   grassy    0.7
## 1718    5         2      51   2   grassy    2.2
## 1719    5         2      52   1   grassy    7.1
## 1720    5         2      52   2   grassy    0.2
## 1721    5         2      63   1   grassy    0.0
## 1722    5         2      63   2   grassy    0.0
## 1723    5         2      78   1   grassy    0.9
## 1724    5         2      78   2   grassy    0.0
## 1725    5         2      79   1   grassy    0.0
## 1726    5         2      79   2   grassy    0.0
## 1727    5         2      86   1   grassy    0.0
## 1728    5         2      86   2   grassy    1.5
## 1729    5         3       3   1   grassy    0.0
## 1730    5         3       3   2   grassy    0.0
## 1731    5         3      10   1   grassy    0.0
## 1732    5         3      10   2   grassy    0.0
## 1733    5         3      15   1   grassy     NA
## 1734    5         3      15   2   grassy    0.4
## 1735    5         3      16   1   grassy    0.5
## 1736    5         3      16   2   grassy    0.0
## 1737    5         3      19   1   grassy    0.0
## 1738    5         3      19   2   grassy    4.2
## 1739    5         3      31   1   grassy    0.0
## 1740    5         3      31   2   grassy    0.3
## 1741    5         3      51   1   grassy    2.5
## 1742    5         3      51   2   grassy    2.3
## 1743    5         3      52   1   grassy    0.8
## 1744    5         3      52   2   grassy    0.0
## 1745    5         3      63   1   grassy    0.0
## 1746    5         3      63   2   grassy    0.0
## 1747    5         3      78   1   grassy    1.6
## 1748    5         3      78   2   grassy    0.0
## 1749    5         3      79   1   grassy    0.0
## 1750    5         3      79   2   grassy    0.0
## 1751    5         3      86   1   grassy    0.0
## 1752    5         3      86   2   grassy    0.0
## 1753    6         1       3   1   grassy    0.0
## 1754    6         1       3   2   grassy    0.0
## 1755    6         1      10   1   grassy    0.0
## 1756    6         1      10   2   grassy    0.0
## 1757    6         1      15   1   grassy    0.2
## 1758    6         1      15   2   grassy    1.5
## 1759    6         1      16   1   grassy    0.3
## 1760    6         1      16   2   grassy    1.6
## 1761    6         1      19   1   grassy    0.0
## 1762    6         1      19   2   grassy    3.8
## 1763    6         1      31   1   grassy    0.0
## 1764    6         1      31   2   grassy    0.0
## 1765    6         1      51   1   grassy    1.7
## 1766    6         1      51   2   grassy    2.1
## 1767    6         1      52   1   grassy    0.0
## 1768    6         1      52   2   grassy    0.0
## 1769    6         1      63   1   grassy    0.0
## 1770    6         1      63   2   grassy    0.0
## 1771    6         1      78   1   grassy    0.0
## 1772    6         1      78   2   grassy    0.0
## 1773    6         1      79   1   grassy    0.0
## 1774    6         1      79   2   grassy    0.0
## 1775    6         1      86   1   grassy    0.0
## 1776    6         1      86   2   grassy    0.0
## 1777    6         2       3   1   grassy    0.0
## 1778    6         2       3   2   grassy    0.0
## 1779    6         2      10   1   grassy    0.0
## 1780    6         2      10   2   grassy    0.0
## 1781    6         2      15   1   grassy    0.3
## 1782    6         2      15   2   grassy    0.5
## 1783    6         2      16   1   grassy    6.6
## 1784    6         2      16   2   grassy    3.0
## 1785    6         2      19   1   grassy    2.9
## 1786    6         2      19   2   grassy    0.0
## 1787    6         2      31   1   grassy    0.0
## 1788    6         2      31   2   grassy    1.3
## 1789    6         2      51   1   grassy    0.0
## 1790    6         2      51   2   grassy    1.1
## 1791    6         2      52   1   grassy    1.8
## 1792    6         2      52   2   grassy    0.8
## 1793    6         2      63   1   grassy    0.0
## 1794    6         2      63   2   grassy    0.0
## 1795    6         2      78   1   grassy    0.0
## 1796    6         2      78   2   grassy    1.1
## 1797    6         2      79   1   grassy    0.0
## 1798    6         2      79   2   grassy    0.0
## 1799    6         2      86   1   grassy    2.7
## 1800    6         2      86   2   grassy    0.0
## 1801    6         3       3   1   grassy    0.0
## 1802    6         3       3   2   grassy    0.0
## 1803    6         3      10   1   grassy    0.0
## 1804    6         3      10   2   grassy    0.0
## 1805    6         3      15   1   grassy    0.1
## 1806    6         3      15   2   grassy    0.3
## 1807    6         3      16   1   grassy    3.1
## 1808    6         3      16   2   grassy    0.9
## 1809    6         3      19   1   grassy    0.0
## 1810    6         3      19   2   grassy    0.0
## 1811    6         3      31   1   grassy    0.0
## 1812    6         3      31   2   grassy    2.5
## 1813    6         3      51   1   grassy    0.9
## 1814    6         3      51   2   grassy    2.3
## 1815    6         3      52   1   grassy    0.8
## 1816    6         3      52   2   grassy    1.1
## 1817    6         3      63   1   grassy    0.0
## 1818    6         3      63   2   grassy    0.0
## 1819    6         3      78   1   grassy    1.5
## 1820    6         3      78   2   grassy    1.2
## 1821    6         3      79   1   grassy    0.5
## 1822    6         3      79   2   grassy    0.0
## 1823    6         3      86   1   grassy    0.0
## 1824    6         3      86   2   grassy    0.0
## 1825    7         1       3   1   grassy    0.0
## 1826    7         1       3   2   grassy    0.0
## 1827    7         1      10   1   grassy    0.0
## 1828    7         1      10   2   grassy    0.0
## 1829    7         1      15   1   grassy    0.0
## 1830    7         1      15   2   grassy    0.0
## 1831    7         1      16   1   grassy    0.4
## 1832    7         1      16   2   grassy    0.1
## 1833    7         1      19   1   grassy    0.0
## 1834    7         1      19   2   grassy    0.0
## 1835    7         1      31   1   grassy    0.0
## 1836    7         1      31   2   grassy    0.0
## 1837    7         1      51   1   grassy    0.1
## 1838    7         1      51   2   grassy    0.0
## 1839    7         1      52   1   grassy    1.7
## 1840    7         1      52   2   grassy    1.6
## 1841    7         1      63   1   grassy    0.0
## 1842    7         1      63   2   grassy    0.0
## 1843    7         1      78   1   grassy    0.0
## 1844    7         1      78   2   grassy    0.0
## 1845    7         1      79   1   grassy    0.0
## 1846    7         1      79   2   grassy    0.0
## 1847    7         1      86   1   grassy    0.0
## 1848    7         1      86   2   grassy    0.0
## 1849    7         2       3   1   grassy    0.0
## 1850    7         2       3   2   grassy    0.0
## 1851    7         2      10   1   grassy    0.0
## 1852    7         2      10   2   grassy    0.0
## 1853    7         2      15   1   grassy    0.2
## 1854    7         2      15   2   grassy    0.0
## 1855    7         2      16   1   grassy    0.0
## 1856    7         2      16   2   grassy    0.3
## 1857    7         2      19   1   grassy    0.0
## 1858    7         2      19   2   grassy    6.7
## 1859    7         2      31   1   grassy    0.0
## 1860    7         2      31   2   grassy    0.0
## 1861    7         2      51   1   grassy    0.0
## 1862    7         2      51   2   grassy    3.2
## 1863    7         2      52   1   grassy    1.5
## 1864    7         2      52   2   grassy    1.3
## 1865    7         2      63   1   grassy    0.0
## 1866    7         2      63   2   grassy    0.0
## 1867    7         2      78   1   grassy    0.0
## 1868    7         2      78   2   grassy    0.0
## 1869    7         2      79   1   grassy    0.0
## 1870    7         2      79   2   grassy    0.0
## 1871    7         2      86   1   grassy    0.0
## 1872    7         2      86   2   grassy    0.0
## 1873    7         3       3   1   grassy    0.0
## 1874    7         3       3   2   grassy    0.0
## 1875    7         3      10   1   grassy    0.0
## 1876    7         3      10   2   grassy    0.0
## 1877    7         3      15   1   grassy    0.0
## 1878    7         3      15   2   grassy    0.1
## 1879    7         3      16   1   grassy    0.0
## 1880    7         3      16   2   grassy    0.1
## 1881    7         3      19   1   grassy    0.0
## 1882    7         3      19   2   grassy    0.0
## 1883    7         3      31   1   grassy    0.0
## 1884    7         3      31   2   grassy    0.0
## 1885    7         3      51   1   grassy    2.9
## 1886    7         3      51   2   grassy    1.1
## 1887    7         3      52   1   grassy    1.1
## 1888    7         3      52   2   grassy    3.7
## 1889    7         3      63   1   grassy    0.0
## 1890    7         3      63   2   grassy    0.0
## 1891    7         3      78   1   grassy    0.0
## 1892    7         3      78   2   grassy    0.0
## 1893    7         3      79   1   grassy    0.0
## 1894    7         3      79   2   grassy    0.0
## 1895    7         3      86   1   grassy    2.8
## 1896    7         3      86   2   grassy    1.4
## 1897    8         1       3   1   grassy    1.3
## 1898    8         1       3   2   grassy    0.0
## 1899    8         1      10   1   grassy    0.0
## 1900    8         1      10   2   grassy    0.0
## 1901    8         1      15   1   grassy    0.1
## 1902    8         1      15   2   grassy    0.0
## 1903    8         1      16   1   grassy    1.8
## 1904    8         1      16   2   grassy    0.2
## 1905    8         1      19   1   grassy    0.0
## 1906    8         1      19   2   grassy   11.1
## 1907    8         1      31   1   grassy    0.0
## 1908    8         1      31   2   grassy    0.0
## 1909    8         1      51   1   grassy    0.7
## 1910    8         1      51   2   grassy    0.0
## 1911    8         1      52   1   grassy    0.0
## 1912    8         1      52   2   grassy    0.0
## 1913    8         1      63   1   grassy    0.0
## 1914    8         1      63   2   grassy    0.0
## 1915    8         1      78   1   grassy    0.0
## 1916    8         1      78   2   grassy    0.0
## 1917    8         1      79   1   grassy    0.0
## 1918    8         1      79   2   grassy    0.0
## 1919    8         1      86   1   grassy    0.0
## 1920    8         1      86   2   grassy    0.0
## 1921    8         2       3   1   grassy    0.0
## 1922    8         2       3   2   grassy    0.0
## 1923    8         2      10   1   grassy    0.0
## 1924    8         2      10   2   grassy    0.0
## 1925    8         2      15   1   grassy    0.3
## 1926    8         2      15   2   grassy    0.1
## 1927    8         2      16   1   grassy    1.4
## 1928    8         2      16   2   grassy    0.2
## 1929    8         2      19   1   grassy    0.0
## 1930    8         2      19   2   grassy    0.0
## 1931    8         2      31   1   grassy    0.0
## 1932    8         2      31   2   grassy    0.0
## 1933    8         2      51   1   grassy    2.0
## 1934    8         2      51   2   grassy    4.1
## 1935    8         2      52   1   grassy    0.0
## 1936    8         2      52   2   grassy    0.0
## 1937    8         2      63   1   grassy    0.0
## 1938    8         2      63   2   grassy    0.0
## 1939    8         2      78   1   grassy    0.0
## 1940    8         2      78   2   grassy    0.0
## 1941    8         2      79   1   grassy    0.0
## 1942    8         2      79   2   grassy    1.4
## 1943    8         2      86   1   grassy    0.0
## 1944    8         2      86   2   grassy    0.0
## 1945    8         3       3   1   grassy    0.0
## 1946    8         3       3   2   grassy    0.0
## 1947    8         3      10   1   grassy    0.0
## 1948    8         3      10   2   grassy    0.0
## 1949    8         3      15   1   grassy    0.0
## 1950    8         3      15   2   grassy    0.2
## 1951    8         3      16   1   grassy    0.5
## 1952    8         3      16   2   grassy    0.1
## 1953    8         3      19   1   grassy    0.0
## 1954    8         3      19   2   grassy    0.0
## 1955    8         3      31   1   grassy    0.0
## 1956    8         3      31   2   grassy    0.0
## 1957    8         3      51   1   grassy    1.9
## 1958    8         3      51   2   grassy    0.0
## 1959    8         3      52   1   grassy    0.0
## 1960    8         3      52   2   grassy    0.0
## 1961    8         3      63   1   grassy    0.0
## 1962    8         3      63   2   grassy    0.0
## 1963    8         3      78   1   grassy    0.0
## 1964    8         3      78   2   grassy    0.0
## 1965    8         3      79   1   grassy    0.0
## 1966    8         3      79   2   grassy    0.0
## 1967    8         3      86   1   grassy    0.0
## 1968    8         3      86   2   grassy    0.0
## 1969    9         1       3   1   grassy    0.0
## 1970    9         1       3   2   grassy    0.0
## 1971    9         1      10   1   grassy    0.0
## 1972    9         1      10   2   grassy    0.0
## 1973    9         1      15   1   grassy    0.1
## 1974    9         1      15   2   grassy    0.0
## 1975    9         1      16   1   grassy    0.1
## 1976    9         1      16   2   grassy    0.1
## 1977    9         1      19   1   grassy    0.0
## 1978    9         1      19   2   grassy    0.0
## 1979    9         1      51   1   grassy    1.7
## 1980    9         1      51   2   grassy    0.7
## 1981    9         1      52   1   grassy    0.0
## 1982    9         1      52   2   grassy    0.0
## 1983    9         1      63   1   grassy    0.0
## 1984    9         1      63   2   grassy    0.0
## 1985    9         1      78   1   grassy    0.0
## 1986    9         1      78   2   grassy    0.0
## 1987    9         1      79   1   grassy    0.0
## 1988    9         1      79   2   grassy    0.0
## 1989    9         2       3   1   grassy    0.0
## 1990    9         2       3   2   grassy    0.0
## 1991    9         2      10   1   grassy    0.0
## 1992    9         2      10   2   grassy    0.0
## 1993    9         2      15   1   grassy    0.2
## 1994    9         2      15   2   grassy    0.0
## 1995    9         2      16   1   grassy    0.5
## 1996    9         2      16   2   grassy    0.0
## 1997    9         2      19   1   grassy    0.0
## 1998    9         2      19   2   grassy    0.0
## 1999    9         2      51   1   grassy    0.0
## 2000    9         2      51   2   grassy    0.0
## 2001    9         2      52   1   grassy    0.0
## 2002    9         2      52   2   grassy    0.0
## 2003    9         2      63   1   grassy    0.0
## 2004    9         2      63   2   grassy    0.0
## 2005    9         2      78   1   grassy    0.0
## 2006    9         2      78   2   grassy    0.9
## 2007    9         2      79   1   grassy    0.0
## 2008    9         2      79   2   grassy    0.0
## 2009    9         3       3   1   grassy    0.0
## 2010    9         3       3   2   grassy    0.0
## 2011    9         3      10   1   grassy    0.0
## 2012    9         3      10   2   grassy    0.0
## 2013    9         3      15   1   grassy    0.1
## 2014    9         3      15   2   grassy    0.0
## 2015    9         3      16   1   grassy    0.7
## 2016    9         3      16   2   grassy    2.4
## 2017    9         3      19   1   grassy    0.0
## 2018    9         3      19   2   grassy    7.2
## 2019    9         3      51   1   grassy    1.9
## 2020    9         3      51   2   grassy    0.0
## 2021    9         3      52   1   grassy    0.0
## 2022    9         3      52   2   grassy    0.0
## 2023    9         3      63   1   grassy    0.0
## 2024    9         3      63   2   grassy    0.0
## 2025    9         3      78   1   grassy    0.0
## 2026    9         3      78   2   grassy    0.0
## 2027    9         3      79   1   grassy    0.0
## 2028    9         3      79   2   grassy    0.0
## 2029   10         1      10   1   grassy    1.6
## 2030   10         1      10   2   grassy    0.0
## 2031   10         1      15   1   grassy    0.1
## 2032   10         1      15   2   grassy    0.1
## 2033   10         1      16   1   grassy    0.0
## 2034   10         1      16   2   grassy    0.0
## 2035   10         1      19   1   grassy    0.0
## 2036   10         1      19   2   grassy    2.7
## 2037   10         1      31   1   grassy    0.0
## 2038   10         1      31   2   grassy    0.0
## 2039   10         1      51   1   grassy    1.4
## 2040   10         1      51   2   grassy    2.0
## 2041   10         1      52   1   grassy    0.0
## 2042   10         1      52   2   grassy    0.0
## 2043   10         1      63   1   grassy    0.0
## 2044   10         1      63   2   grassy    0.0
## 2045   10         1      78   1   grassy    0.0
## 2046   10         1      78   2   grassy    1.2
## 2047   10         1      86   1   grassy    0.0
## 2048   10         1      86   2   grassy    0.0
## 2049   10         2      10   1   grassy    2.0
## 2050   10         2      10   2   grassy    0.0
## 2051   10         2      15   1   grassy    0.3
## 2052   10         2      15   2   grassy    0.2
## 2053   10         2      16   1   grassy    1.2
## 2054   10         2      16   2   grassy    1.1
## 2055   10         2      19   1   grassy    1.7
## 2056   10         2      19   2   grassy    4.2
## 2057   10         2      31   1   grassy    0.0
## 2058   10         2      31   2   grassy    0.0
## 2059   10         2      51   1   grassy    0.8
## 2060   10         2      51   2   grassy    2.4
## 2061   10         2      52   1   grassy    0.0
## 2062   10         2      52   2   grassy    0.0
## 2063   10         2      63   1   grassy    0.0
## 2064   10         2      63   2   grassy    0.0
## 2065   10         2      78   1   grassy    0.0
## 2066   10         2      78   2   grassy    0.0
## 2067   10         2      86   1   grassy    0.0
## 2068   10         2      86   2   grassy    0.0
## 2069   10         3      10   1   grassy    0.0
## 2070   10         3      10   2   grassy    0.0
## 2071   10         3      15   1   grassy    0.1
## 2072   10         3      15   2   grassy    0.0
## 2073   10         3      16   1   grassy    1.0
## 2074   10         3      16   2   grassy    1.6
## 2075   10         3      19   1   grassy    0.0
## 2076   10         3      19   2   grassy    4.6
## 2077   10         3      31   1   grassy    0.0
## 2078   10         3      31   2   grassy    0.0
## 2079   10         3      51   1   grassy    0.0
## 2080   10         3      51   2   grassy    2.0
## 2081   10         3      52   1   grassy    0.2
## 2082   10         3      52   2   grassy    0.0
## 2083   10         3      63   1   grassy    0.0
## 2084   10         3      63   2   grassy    0.0
## 2085   10         3      78   1   grassy    0.9
## 2086   10         3      78   2   grassy    0.0
## 2087   10         3      86   1   grassy    0.0
## 2088   10         3      86   2   grassy    0.0
## 2089    1         1       3   1   rancid    0.0
## 2090    1         1       3   2   rancid    1.1
## 2091    1         1      10   1   rancid    0.0
## 2092    1         1      10   2   rancid    2.2
## 2093    1         1      15   1   rancid    1.1
## 2094    1         1      15   2   rancid    1.5
## 2095    1         1      16   1   rancid    0.1
## 2096    1         1      16   2   rancid    1.4
## 2097    1         1      19   1   rancid    4.9
## 2098    1         1      19   2   rancid    4.3
## 2099    1         1      31   1   rancid    2.5
## 2100    1         1      31   2   rancid    5.6
## 2101    1         1      51   1   rancid    1.4
## 2102    1         1      51   2   rancid    3.3
## 2103    1         1      52   1   rancid    8.5
## 2104    1         1      52   2   rancid    2.8
## 2105    1         1      63   1   rancid    1.1
## 2106    1         1      63   2   rancid   12.9
## 2107    1         1      78   1   rancid    1.1
## 2108    1         1      78   2   rancid    0.5
## 2109    1         1      79   1   rancid    2.0
## 2110    1         1      79   2   rancid    0.0
## 2111    1         1      86   1   rancid    7.9
## 2112    1         1      86   2   rancid    0.0
## 2113    1         2       3   1   rancid    3.9
## 2114    1         2       3   2   rancid    1.5
## 2115    1         2      10   1   rancid    0.0
## 2116    1         2      10   2   rancid    0.0
## 2117    1         2      15   1   rancid    2.0
## 2118    1         2      15   2   rancid    1.9
## 2119    1         2      16   1   rancid    0.2
## 2120    1         2      16   2   rancid    0.4
## 2121    1         2      19   1   rancid    0.0
## 2122    1         2      19   2   rancid    2.5
## 2123    1         2      31   1   rancid    7.0
## 2124    1         2      31   2   rancid    0.8
## 2125    1         2      51   1   rancid    3.3
## 2126    1         2      51   2   rancid   11.8
## 2127    1         2      52   1   rancid    0.0
## 2128    1         2      52   2   rancid    1.7
## 2129    1         2      63   1   rancid    0.0
## 2130    1         2      63   2   rancid    0.2
## 2131    1         2      78   1   rancid    2.0
## 2132    1         2      78   2   rancid    0.9
## 2133    1         2      79   1   rancid    0.0
## 2134    1         2      79   2   rancid    1.1
## 2135    1         2      86   1   rancid    0.0
## 2136    1         2      86   2   rancid    0.0
## 2137    1         3       3   1   rancid    1.1
## 2138    1         3       3   2   rancid    2.8
## 2139    1         3      10   1   rancid    0.0
## 2140    1         3      10   2   rancid    0.0
## 2141    1         3      15   1   rancid    2.8
## 2142    1         3      15   2   rancid    0.8
## 2143    1         3      16   1   rancid    1.4
## 2144    1         3      16   2   rancid    3.6
## 2145    1         3      19   1   rancid    4.4
## 2146    1         3      19   2   rancid   13.2
## 2147    1         3      31   1   rancid    6.6
## 2148    1         3      31   2   rancid    8.1
## 2149    1         3      51   1   rancid    2.1
## 2150    1         3      51   2   rancid    6.0
## 2151    1         3      52   1   rancid    1.2
## 2152    1         3      52   2   rancid    0.0
## 2153    1         3      63   1   rancid    0.0
## 2154    1         3      63   2   rancid    0.4
## 2155    1         3      78   1   rancid    3.6
## 2156    1         3      78   2   rancid    2.5
## 2157    1         3      79   1   rancid    0.9
## 2158    1         3      79   2   rancid    0.9
## 2159    1         3      86   1   rancid    0.0
## 2160    1         3      86   2   rancid    0.0
## 2161    2         1       3   1   rancid    5.8
## 2162    2         1       3   2   rancid    8.6
## 2163    2         1      10   1   rancid    6.2
## 2164    2         1      10   2   rancid    0.0
## 2165    2         1      15   1   rancid    3.9
## 2166    2         1      15   2   rancid    3.3
## 2167    2         1      16   1   rancid    2.8
## 2168    2         1      16   2   rancid    2.0
## 2169    2         1      19   1   rancid   12.8
## 2170    2         1      19   2   rancid    0.0
## 2171    2         1      31   1   rancid   12.1
## 2172    2         1      31   2   rancid   11.9
## 2173    2         1      51   1   rancid   11.1
## 2174    2         1      51   2   rancid    1.1
## 2175    2         1      52   1   rancid    1.1
## 2176    2         1      52   2   rancid    1.0
## 2177    2         1      63   1   rancid    2.3
## 2178    2         1      63   2   rancid    1.1
## 2179    2         1      78   1   rancid    0.0
## 2180    2         1      78   2   rancid    6.0
## 2181    2         1      79   1   rancid    0.5
## 2182    2         1      79   2   rancid    0.0
## 2183    2         1      86   1   rancid    0.0
## 2184    2         1      86   2   rancid    0.0
## 2185    2         2       3   1   rancid    2.1
## 2186    2         2       3   2   rancid    0.0
## 2187    2         2      10   1   rancid    0.0
## 2188    2         2      10   2   rancid    0.0
## 2189    2         2      15   1   rancid    0.2
## 2190    2         2      15   2   rancid    3.1
## 2191    2         2      16   1   rancid    3.0
## 2192    2         2      16   2   rancid    0.1
## 2193    2         2      19   1   rancid    6.5
## 2194    2         2      19   2   rancid    2.0
## 2195    2         2      31   1   rancid    1.3
## 2196    2         2      31   2   rancid   10.6
## 2197    2         2      51   1   rancid    5.7
## 2198    2         2      51   2   rancid   10.0
## 2199    2         2      52   1   rancid    0.0
## 2200    2         2      52   2   rancid    0.0
## 2201    2         2      63   1   rancid    0.0
## 2202    2         2      63   2   rancid    0.0
## 2203    2         2      78   1   rancid    3.8
## 2204    2         2      78   2   rancid    0.6
## 2205    2         2      79   1   rancid    1.0
## 2206    2         2      79   2   rancid    1.4
## 2207    2         2      86   1   rancid    0.0
## 2208    2         2      86   2   rancid    0.0
## 2209    2         3       3   1   rancid    0.1
## 2210    2         3       3   2   rancid    6.6
## 2211    2         3      10   1   rancid   10.0
## 2212    2         3      10   2   rancid    0.0
## 2213    2         3      15   1   rancid    3.4
## 2214    2         3      15   2   rancid    0.1
## 2215    2         3      16   1   rancid    3.7
## 2216    2         3      16   2   rancid    0.1
## 2217    2         3      19   1   rancid    1.4
## 2218    2         3      19   2   rancid    0.0
## 2219    2         3      31   1   rancid    5.8
## 2220    2         3      31   2   rancid    9.3
## 2221    2         3      51   1   rancid    3.1
## 2222    2         3      51   2   rancid    2.7
## 2223    2         3      52   1   rancid    0.0
## 2224    2         3      52   2   rancid    0.0
## 2225    2         3      63   1   rancid    9.8
## 2226    2         3      63   2   rancid    0.0
## 2227    2         3      78   1   rancid    1.2
## 2228    2         3      78   2   rancid    0.0
## 2229    2         3      79   1   rancid    2.6
## 2230    2         3      79   2   rancid    0.0
## 2231    2         3      86   1   rancid    0.0
## 2232    2         3      86   2   rancid    0.0
## 2233    3         1       3   1   rancid    6.0
## 2234    3         1       3   2   rancid   11.0
## 2235    3         1      10   1   rancid    2.6
## 2236    3         1      10   2   rancid    7.7
## 2237    3         1      15   1   rancid    7.2
## 2238    3         1      15   2   rancid    3.8
## 2239    3         1      16   1   rancid    3.8
## 2240    3         1      16   2   rancid    0.1
## 2241    3         1      19   1   rancid   12.7
## 2242    3         1      19   2   rancid    5.2
## 2243    3         1      31   1   rancid    5.2
## 2244    3         1      31   2   rancid   10.0
## 2245    3         1      51   1   rancid   11.0
## 2246    3         1      51   2   rancid    8.5
## 2247    3         1      52   1   rancid    0.3
## 2248    3         1      52   2   rancid    1.0
## 2249    3         1      63   1   rancid    4.2
## 2250    3         1      63   2   rancid    0.8
## 2251    3         1      78   1   rancid    0.0
## 2252    3         1      78   2   rancid    3.8
## 2253    3         1      79   1   rancid    0.0
## 2254    3         1      79   2   rancid    1.6
## 2255    3         1      86   1   rancid    5.1
## 2256    3         1      86   2   rancid    0.0
## 2257    3         2       3   1   rancid    9.2
## 2258    3         2       3   2   rancid   11.4
## 2259    3         2      10   1   rancid    0.0
## 2260    3         2      10   2   rancid    0.0
## 2261    3         2      15   1   rancid    0.3
## 2262    3         2      15   2   rancid    1.0
## 2263    3         2      16   1   rancid    0.0
## 2264    3         2      16   2   rancid    0.0
## 2265    3         2      19   1   rancid    0.9
## 2266    3         2      19   2   rancid    1.4
## 2267    3         2      31   1   rancid   10.1
## 2268    3         2      31   2   rancid    9.1
## 2269    3         2      51   1   rancid    7.5
## 2270    3         2      51   2   rancid    2.6
## 2271    3         2      52   1   rancid    0.0
## 2272    3         2      52   2   rancid    0.0
## 2273    3         2      63   1   rancid    0.0
## 2274    3         2      63   2   rancid    5.9
## 2275    3         2      78   1   rancid    0.0
## 2276    3         2      78   2   rancid    0.7
## 2277    3         2      79   1   rancid    0.9
## 2278    3         2      79   2   rancid    2.6
## 2279    3         2      86   1   rancid    1.9
## 2280    3         2      86   2   rancid    4.0
## 2281    3         3       3   1   rancid    7.1
## 2282    3         3       3   2   rancid   11.1
## 2283    3         3      10   1   rancid    0.0
## 2284    3         3      10   2   rancid    0.0
## 2285    3         3      15   1   rancid    5.5
## 2286    3         3      15   2   rancid    1.5
## 2287    3         3      16   1   rancid    1.0
## 2288    3         3      16   2   rancid    0.7
## 2289    3         3      19   1   rancid    4.0
## 2290    3         3      19   2   rancid   10.8
## 2291    3         3      31   1   rancid    6.8
## 2292    3         3      31   2   rancid    7.7
## 2293    3         3      51   1   rancid    4.4
## 2294    3         3      51   2   rancid    6.8
## 2295    3         3      52   1   rancid    0.0
## 2296    3         3      52   2   rancid    0.0
## 2297    3         3      63   1   rancid    2.6
## 2298    3         3      63   2   rancid    6.7
## 2299    3         3      78   1   rancid    0.0
## 2300    3         3      78   2   rancid    0.0
## 2301    3         3      79   1   rancid    0.0
## 2302    3         3      79   2   rancid    0.7
## 2303    3         3      86   1   rancid    5.9
## 2304    3         3      86   2   rancid    3.1
## 2305    4         1       3   1   rancid    1.7
## 2306    4         1       3   2   rancid    0.9
## 2307    4         1      10   1   rancid    6.5
## 2308    4         1      10   2   rancid    0.0
## 2309    4         1      15   1   rancid    0.2
## 2310    4         1      15   2   rancid    0.1
## 2311    4         1      16   1   rancid    0.1
## 2312    4         1      16   2   rancid    2.8
## 2313    4         1      19   1   rancid    0.0
## 2314    4         1      19   2   rancid    3.2
## 2315    4         1      31   1   rancid    5.1
## 2316    4         1      31   2   rancid    3.7
## 2317    4         1      51   1   rancid    8.8
## 2318    4         1      51   2   rancid    2.7
## 2319    4         1      52   1   rancid    0.0
## 2320    4         1      52   2   rancid    0.0
## 2321    4         1      63   1   rancid    3.0
## 2322    4         1      63   2   rancid    1.7
## 2323    4         1      78   1   rancid    3.2
## 2324    4         1      78   2   rancid    0.0
## 2325    4         1      79   1   rancid    0.0
## 2326    4         1      79   2   rancid    1.4
## 2327    4         1      86   1   rancid    0.0
## 2328    4         1      86   2   rancid    4.8
## 2329    4         2       3   1   rancid    1.3
## 2330    4         2       3   2   rancid    0.8
## 2331    4         2      10   1   rancid    4.3
## 2332    4         2      10   2   rancid    1.4
## 2333    4         2      15   1   rancid    1.8
## 2334    4         2      15   2   rancid    0.2
## 2335    4         2      16   1   rancid    4.7
## 2336    4         2      16   2   rancid    2.5
## 2337    4         2      19   1   rancid   10.8
## 2338    4         2      19   2   rancid    9.7
## 2339    4         2      31   1   rancid    5.0
## 2340    4         2      31   2   rancid    6.0
## 2341    4         2      51   1   rancid    4.5
## 2342    4         2      51   2   rancid    0.1
## 2343    4         2      52   1   rancid    3.1
## 2344    4         2      52   2   rancid    0.5
## 2345    4         2      63   1   rancid    9.3
## 2346    4         2      63   2   rancid    4.0
## 2347    4         2      78   1   rancid    0.0
## 2348    4         2      78   2   rancid    0.0
## 2349    4         2      79   1   rancid    2.7
## 2350    4         2      79   2   rancid    0.0
## 2351    4         2      86   1   rancid    5.2
## 2352    4         2      86   2   rancid    6.4
## 2353    4         3       3   1   rancid    7.8
## 2354    4         3       3   2   rancid    1.3
## 2355    4         3      10   1   rancid    0.0
## 2356    4         3      10   2   rancid    5.7
## 2357    4         3      15   1   rancid    2.0
## 2358    4         3      15   2   rancid    2.9
## 2359    4         3      16   1   rancid    4.1
## 2360    4         3      16   2   rancid    5.8
## 2361    4         3      19   1   rancid    6.5
## 2362    4         3      19   2   rancid    6.4
## 2363    4         3      31   1   rancid    2.7
## 2364    4         3      31   2   rancid    7.9
## 2365    4         3      51   1   rancid   12.9
## 2366    4         3      51   2   rancid    7.2
## 2367    4         3      52   1   rancid    5.6
## 2368    4         3      52   2   rancid    6.4
## 2369    4         3      63   1   rancid   13.3
## 2370    4         3      63   2   rancid   11.2
## 2371    4         3      78   1   rancid    0.0
## 2372    4         3      78   2   rancid    2.7
## 2373    4         3      79   1   rancid    2.5
## 2374    4         3      79   2   rancid    1.0
## 2375    4         3      86   1   rancid    4.7
## 2376    4         3      86   2   rancid    4.6
## 2377    5         1       3   1   rancid    0.0
## 2378    5         1       3   2   rancid    2.8
## 2379    5         1      10   1   rancid   10.2
## 2380    5         1      10   2   rancid    9.3
## 2381    5         1      15   1   rancid    4.9
## 2382    5         1      15   2   rancid    2.5
## 2383    5         1      16   1   rancid   10.2
## 2384    5         1      16   2   rancid    7.5
## 2385    5         1      19   1   rancid   11.5
## 2386    5         1      19   2   rancid    0.9
## 2387    5         1      31   1   rancid    1.1
## 2388    5         1      31   2   rancid    2.5
## 2389    5         1      51   1   rancid    9.5
## 2390    5         1      51   2   rancid    7.1
## 2391    5         1      52   1   rancid    6.5
## 2392    5         1      52   2   rancid    7.1
## 2393    5         1      63   1   rancid    2.0
## 2394    5         1      63   2   rancid    1.3
## 2395    5         1      78   1   rancid    0.0
## 2396    5         1      78   2   rancid    1.1
## 2397    5         1      79   1   rancid    0.0
## 2398    5         1      79   2   rancid    0.0
## 2399    5         1      86   1   rancid    2.7
## 2400    5         1      86   2   rancid    2.0
## 2401    5         2       3   1   rancid    3.2
## 2402    5         2       3   2   rancid    4.0
## 2403    5         2      10   1   rancid    3.5
## 2404    5         2      10   2   rancid    7.1
## 2405    5         2      15   1   rancid    0.8
## 2406    5         2      15   2   rancid    4.7
## 2407    5         2      16   1   rancid    0.9
## 2408    5         2      16   2   rancid    0.7
## 2409    5         2      19   1   rancid    1.1
## 2410    5         2      19   2   rancid   13.4
## 2411    5         2      31   1   rancid    2.1
## 2412    5         2      31   2   rancid    1.5
## 2413    5         2      51   1   rancid    9.5
## 2414    5         2      51   2   rancid    0.1
## 2415    5         2      52   1   rancid    3.9
## 2416    5         2      52   2   rancid    7.7
## 2417    5         2      63   1   rancid   13.8
## 2418    5         2      63   2   rancid    3.2
## 2419    5         2      78   1   rancid    0.0
## 2420    5         2      78   2   rancid    0.0
## 2421    5         2      79   1   rancid    0.0
## 2422    5         2      79   2   rancid    0.0
## 2423    5         2      86   1   rancid    3.5
## 2424    5         2      86   2   rancid    2.7
## 2425    5         3       3   1   rancid    4.6
## 2426    5         3       3   2   rancid    0.0
## 2427    5         3      10   1   rancid    0.0
## 2428    5         3      10   2   rancid    0.0
## 2429    5         3      15   1   rancid     NA
## 2430    5         3      15   2   rancid    4.6
## 2431    5         3      16   1   rancid    0.0
## 2432    5         3      16   2   rancid    0.5
## 2433    5         3      19   1   rancid    0.0
## 2434    5         3      19   2   rancid   11.1
## 2435    5         3      31   1   rancid    9.8
## 2436    5         3      31   2   rancid    2.6
## 2437    5         3      51   1   rancid    1.7
## 2438    5         3      51   2   rancid    4.6
## 2439    5         3      52   1   rancid    2.1
## 2440    5         3      52   2   rancid    1.4
## 2441    5         3      63   1   rancid    0.0
## 2442    5         3      63   2   rancid    5.3
## 2443    5         3      78   1   rancid    1.5
## 2444    5         3      78   2   rancid    0.0
## 2445    5         3      79   1   rancid    1.6
## 2446    5         3      79   2   rancid    0.6
## 2447    5         3      86   1   rancid    3.0
## 2448    5         3      86   2   rancid    5.5
## 2449    6         1       3   1   rancid    0.0
## 2450    6         1       3   2   rancid    0.0
## 2451    6         1      10   1   rancid    2.4
## 2452    6         1      10   2   rancid    0.0
## 2453    6         1      15   1   rancid    2.9
## 2454    6         1      15   2   rancid    7.1
## 2455    6         1      16   1   rancid    7.4
## 2456    6         1      16   2   rancid    7.4
## 2457    6         1      19   1   rancid    4.1
## 2458    6         1      19   2   rancid    7.2
## 2459    6         1      31   1   rancid    0.6
## 2460    6         1      31   2   rancid    4.3
## 2461    6         1      51   1   rancid    1.6
## 2462    6         1      51   2   rancid    7.9
## 2463    6         1      52   1   rancid    9.4
## 2464    6         1      52   2   rancid    8.3
## 2465    6         1      63   1   rancid    9.5
## 2466    6         1      63   2   rancid    9.5
## 2467    6         1      78   1   rancid    2.1
## 2468    6         1      78   2   rancid    0.0
## 2469    6         1      79   1   rancid    0.0
## 2470    6         1      79   2   rancid    0.4
## 2471    6         1      86   1   rancid    6.4
## 2472    6         1      86   2   rancid    5.6
## 2473    6         2       3   1   rancid   10.2
## 2474    6         2       3   2   rancid    0.0
## 2475    6         2      10   1   rancid    0.0
## 2476    6         2      10   2   rancid    0.0
## 2477    6         2      15   1   rancid    1.4
## 2478    6         2      15   2   rancid    1.2
## 2479    6         2      16   1   rancid    9.5
## 2480    6         2      16   2   rancid   11.7
## 2481    6         2      19   1   rancid    0.0
## 2482    6         2      19   2   rancid   11.5
## 2483    6         2      31   1   rancid    0.4
## 2484    6         2      31   2   rancid   10.5
## 2485    6         2      51   1   rancid    5.5
## 2486    6         2      51   2   rancid    5.2
## 2487    6         2      52   1   rancid    4.2
## 2488    6         2      52   2   rancid    6.3
## 2489    6         2      63   1   rancid    2.8
## 2490    6         2      63   2   rancid    2.8
## 2491    6         2      78   1   rancid    1.7
## 2492    6         2      78   2   rancid    0.0
## 2493    6         2      79   1   rancid    1.1
## 2494    6         2      79   2   rancid    0.5
## 2495    6         2      86   1   rancid    0.0
## 2496    6         2      86   2   rancid    5.7
## 2497    6         3       3   1   rancid    8.9
## 2498    6         3       3   2   rancid    0.0
## 2499    6         3      10   1   rancid    0.0
## 2500    6         3      10   2   rancid    6.8
## 2501    6         3      15   1   rancid    2.4
## 2502    6         3      15   2   rancid    0.6
## 2503    6         3      16   1   rancid    9.8
## 2504    6         3      16   2   rancid    3.2
## 2505    6         3      19   1   rancid    0.0
## 2506    6         3      19   2   rancid   13.0
## 2507    6         3      31   1   rancid    3.8
## 2508    6         3      31   2   rancid    7.2
## 2509    6         3      51   1   rancid    5.4
## 2510    6         3      51   2   rancid    5.9
## 2511    6         3      52   1   rancid    6.3
## 2512    6         3      52   2   rancid    5.2
## 2513    6         3      63   1   rancid    4.7
## 2514    6         3      63   2   rancid    2.8
## 2515    6         3      78   1   rancid    1.8
## 2516    6         3      78   2   rancid    0.0
## 2517    6         3      79   1   rancid    1.0
## 2518    6         3      79   2   rancid    1.1
## 2519    6         3      86   1   rancid    2.8
## 2520    6         3      86   2   rancid    4.4
## 2521    7         1       3   1   rancid    0.0
## 2522    7         1       3   2   rancid    0.0
## 2523    7         1      10   1   rancid    0.0
## 2524    7         1      10   2   rancid    5.1
## 2525    7         1      15   1   rancid    1.1
## 2526    7         1      15   2   rancid    5.5
## 2527    7         1      16   1   rancid    0.1
## 2528    7         1      16   2   rancid    0.0
## 2529    7         1      19   1   rancid    4.9
## 2530    7         1      19   2   rancid    0.0
## 2531    7         1      31   1   rancid    2.5
## 2532    7         1      31   2   rancid    5.6
## 2533    7         1      51   1   rancid    1.4
## 2534    7         1      51   2   rancid    4.5
## 2535    7         1      52   1   rancid    8.5
## 2536    7         1      52   2   rancid    9.5
## 2537    7         1      63   1   rancid    1.1
## 2538    7         1      63   2   rancid    5.1
## 2539    7         1      78   1   rancid    1.1
## 2540    7         1      78   2   rancid    0.0
## 2541    7         1      79   1   rancid    2.0
## 2542    7         1      79   2   rancid    0.0
## 2543    7         1      86   1   rancid    7.9
## 2544    7         1      86   2   rancid   11.0
## 2545    7         2       3   1   rancid    0.0
## 2546    7         2       3   2   rancid    0.0
## 2547    7         2      10   1   rancid    0.0
## 2548    7         2      10   2   rancid    6.1
## 2549    7         2      15   1   rancid    1.3
## 2550    7         2      15   2   rancid    3.4
## 2551    7         2      16   1   rancid    1.5
## 2552    7         2      16   2   rancid    0.2
## 2553    7         2      19   1   rancid    6.6
## 2554    7         2      19   2   rancid   10.9
## 2555    7         2      31   1   rancid    6.0
## 2556    7         2      31   2   rancid    8.5
## 2557    7         2      51   1   rancid    5.0
## 2558    7         2      51   2   rancid    0.0
## 2559    7         2      52   1   rancid    8.8
## 2560    7         2      52   2   rancid   10.5
## 2561    7         2      63   1   rancid    3.2
## 2562    7         2      63   2   rancid    0.3
## 2563    7         2      78   1   rancid    1.9
## 2564    7         2      78   2   rancid    0.0
## 2565    7         2      79   1   rancid    0.7
## 2566    7         2      79   2   rancid    2.0
## 2567    7         2      86   1   rancid   10.1
## 2568    7         2      86   2   rancid    5.1
## 2569    7         3       3   1   rancid    0.0
## 2570    7         3       3   2   rancid    0.0
## 2571    7         3      10   1   rancid    7.4
## 2572    7         3      10   2   rancid    3.9
## 2573    7         3      15   1   rancid    5.4
## 2574    7         3      15   2   rancid    3.1
## 2575    7         3      16   1   rancid    0.6
## 2576    7         3      16   2   rancid    1.2
## 2577    7         3      19   1   rancid   10.4
## 2578    7         3      19   2   rancid   13.0
## 2579    7         3      31   1   rancid    5.0
## 2580    7         3      31   2   rancid   11.3
## 2581    7         3      51   1   rancid    8.4
## 2582    7         3      51   2   rancid    4.5
## 2583    7         3      52   1   rancid    7.0
## 2584    7         3      52   2   rancid    6.0
## 2585    7         3      63   1   rancid    1.4
## 2586    7         3      63   2   rancid    8.1
## 2587    7         3      78   1   rancid    3.4
## 2588    7         3      78   2   rancid    1.0
## 2589    7         3      79   1   rancid    0.7
## 2590    7         3      79   2   rancid    1.5
## 2591    7         3      86   1   rancid    0.0
## 2592    7         3      86   2   rancid    7.5
## 2593    8         1       3   1   rancid    0.0
## 2594    8         1       3   2   rancid    0.0
## 2595    8         1      10   1   rancid    5.2
## 2596    8         1      10   2   rancid    8.6
## 2597    8         1      15   1   rancid    3.9
## 2598    8         1      15   2   rancid    6.2
## 2599    8         1      16   1   rancid    9.7
## 2600    8         1      16   2   rancid    2.4
## 2601    8         1      19   1   rancid    2.1
## 2602    8         1      19   2   rancid   10.0
## 2603    8         1      31   1   rancid   10.0
## 2604    8         1      31   2   rancid   10.8
## 2605    8         1      51   1   rancid    1.0
## 2606    8         1      51   2   rancid    1.0
## 2607    8         1      52   1   rancid    4.9
## 2608    8         1      52   2   rancid    3.3
## 2609    8         1      63   1   rancid   12.4
## 2610    8         1      63   2   rancid   10.5
## 2611    8         1      78   1   rancid    0.0
## 2612    8         1      78   2   rancid    7.2
## 2613    8         1      79   1   rancid    0.5
## 2614    8         1      79   2   rancid    0.0
## 2615    8         1      86   1   rancid   11.6
## 2616    8         1      86   2   rancid    8.0
## 2617    8         2       3   1   rancid    0.0
## 2618    8         2       3   2   rancid    0.0
## 2619    8         2      10   1   rancid    0.0
## 2620    8         2      10   2   rancid    2.6
## 2621    8         2      15   1   rancid    1.0
## 2622    8         2      15   2   rancid    3.1
## 2623    8         2      16   1   rancid    6.7
## 2624    8         2      16   2   rancid    1.5
## 2625    8         2      19   1   rancid    4.1
## 2626    8         2      19   2   rancid    0.0
## 2627    8         2      31   1   rancid    3.9
## 2628    8         2      31   2   rancid    5.5
## 2629    8         2      51   1   rancid    1.2
## 2630    8         2      51   2   rancid    4.8
## 2631    8         2      52   1   rancid    8.2
## 2632    8         2      52   2   rancid    0.5
## 2633    8         2      63   1   rancid   11.4
## 2634    8         2      63   2   rancid    8.6
## 2635    8         2      78   1   rancid    3.0
## 2636    8         2      78   2   rancid    7.2
## 2637    8         2      79   1   rancid    1.0
## 2638    8         2      79   2   rancid    2.3
## 2639    8         2      86   1   rancid    8.8
## 2640    8         2      86   2   rancid    6.4
## 2641    8         3       3   1   rancid    0.0
## 2642    8         3       3   2   rancid    0.0
## 2643    8         3      10   1   rancid    1.0
## 2644    8         3      10   2   rancid    6.4
## 2645    8         3      15   1   rancid    0.6
## 2646    8         3      15   2   rancid    2.0
## 2647    8         3      16   1   rancid    7.8
## 2648    8         3      16   2   rancid    0.3
## 2649    8         3      19   1   rancid    0.0
## 2650    8         3      19   2   rancid   12.6
## 2651    8         3      31   1   rancid    6.8
## 2652    8         3      31   2   rancid    2.0
## 2653    8         3      51   1   rancid    0.1
## 2654    8         3      51   2   rancid    3.0
## 2655    8         3      52   1   rancid    3.2
## 2656    8         3      52   2   rancid   10.1
## 2657    8         3      63   1   rancid    6.6
## 2658    8         3      63   2   rancid    4.2
## 2659    8         3      78   1   rancid    0.0
## 2660    8         3      78   2   rancid    0.7
## 2661    8         3      79   1   rancid    0.5
## 2662    8         3      79   2   rancid    1.4
## 2663    8         3      86   1   rancid   10.8
## 2664    8         3      86   2   rancid    6.4
## 2665    9         1       3   1   rancid    0.0
## 2666    9         1       3   2   rancid    0.0
## 2667    9         1      10   1   rancid    2.6
## 2668    9         1      10   2   rancid    2.4
## 2669    9         1      15   1   rancid    5.5
## 2670    9         1      15   2   rancid    0.4
## 2671    9         1      16   1   rancid    6.9
## 2672    9         1      16   2   rancid    0.1
## 2673    9         1      19   1   rancid    9.6
## 2674    9         1      19   2   rancid    2.5
## 2675    9         1      51   1   rancid    9.9
## 2676    9         1      51   2   rancid    3.3
## 2677    9         1      52   1   rancid    3.9
## 2678    9         1      52   2   rancid    3.4
## 2679    9         1      63   1   rancid   13.3
## 2680    9         1      63   2   rancid    9.4
## 2681    9         1      78   1   rancid    4.0
## 2682    9         1      78   2   rancid    0.0
## 2683    9         1      79   1   rancid    0.2
## 2684    9         1      79   2   rancid    1.6
## 2685    9         2       3   1   rancid    8.9
## 2686    9         2       3   2   rancid    0.0
## 2687    9         2      10   1   rancid    8.0
## 2688    9         2      10   2   rancid    0.0
## 2689    9         2      15   1   rancid    3.0
## 2690    9         2      15   2   rancid    4.5
## 2691    9         2      16   1   rancid    7.9
## 2692    9         2      16   2   rancid    0.0
## 2693    9         2      19   1   rancid    8.1
## 2694    9         2      19   2   rancid    7.9
## 2695    9         2      51   1   rancid   14.9
## 2696    9         2      51   2   rancid    0.0
## 2697    9         2      52   1   rancid    9.6
## 2698    9         2      52   2   rancid    5.0
## 2699    9         2      63   1   rancid   13.7
## 2700    9         2      63   2   rancid    8.0
## 2701    9         2      78   1   rancid    4.0
## 2702    9         2      78   2   rancid    0.0
## 2703    9         2      79   1   rancid    0.0
## 2704    9         2      79   2   rancid    1.3
## 2705    9         3       3   1   rancid    0.0
## 2706    9         3       3   2   rancid    0.0
## 2707    9         3      10   1   rancid    3.7
## 2708    9         3      10   2   rancid    8.6
## 2709    9         3      15   1   rancid    3.4
## 2710    9         3      15   2   rancid    2.6
## 2711    9         3      16   1   rancid    6.6
## 2712    9         3      16   2   rancid    0.9
## 2713    9         3      19   1   rancid   13.1
## 2714    9         3      19   2   rancid    9.8
## 2715    9         3      51   1   rancid    4.0
## 2716    9         3      51   2   rancid    8.7
## 2717    9         3      52   1   rancid    4.7
## 2718    9         3      52   2   rancid    0.0
## 2719    9         3      63   1   rancid   11.7
## 2720    9         3      63   2   rancid   11.6
## 2721    9         3      78   1   rancid    2.8
## 2722    9         3      78   2   rancid    0.0
## 2723    9         3      79   1   rancid    3.8
## 2724    9         3      79   2   rancid    0.4
## 2725   10         1      10   1   rancid    5.4
## 2726   10         1      10   2   rancid    4.0
## 2727   10         1      15   1   rancid   10.8
## 2728   10         1      15   2   rancid    7.4
## 2729   10         1      16   1   rancid    9.1
## 2730   10         1      16   2   rancid    8.5
## 2731   10         1      19   1   rancid    2.7
## 2732   10         1      19   2   rancid    8.6
## 2733   10         1      31   1   rancid   10.7
## 2734   10         1      31   2   rancid    2.8
## 2735   10         1      51   1   rancid    5.2
## 2736   10         1      51   2   rancid    2.7
## 2737   10         1      52   1   rancid    1.6
## 2738   10         1      52   2   rancid    4.6
## 2739   10         1      63   1   rancid   11.1
## 2740   10         1      63   2   rancid    8.8
## 2741   10         1      78   1   rancid    0.0
## 2742   10         1      78   2   rancid    0.0
## 2743   10         1      86   1   rancid   11.6
## 2744   10         1      86   2   rancid   14.3
## 2745   10         2      10   1   rancid    1.6
## 2746   10         2      10   2   rancid    8.4
## 2747   10         2      15   1   rancid    2.5
## 2748   10         2      15   2   rancid    8.3
## 2749   10         2      16   1   rancid    7.2
## 2750   10         2      16   2   rancid    9.3
## 2751   10         2      19   1   rancid    5.7
## 2752   10         2      19   2   rancid    5.0
## 2753   10         2      31   1   rancid   10.3
## 2754   10         2      31   2   rancid   10.3
## 2755   10         2      51   1   rancid    0.0
## 2756   10         2      51   2   rancid    1.7
## 2757   10         2      52   1   rancid    3.8
## 2758   10         2      52   2   rancid   10.7
## 2759   10         2      63   1   rancid    7.9
## 2760   10         2      63   2   rancid    6.7
## 2761   10         2      78   1   rancid    4.1
## 2762   10         2      78   2   rancid    1.1
## 2763   10         2      86   1   rancid   10.4
## 2764   10         2      86   2   rancid   11.2
## 2765   10         3      10   1   rancid    3.3
## 2766   10         3      10   2   rancid    5.4
## 2767   10         3      15   1   rancid    2.6
## 2768   10         3      15   2   rancid    2.1
## 2769   10         3      16   1   rancid    6.7
## 2770   10         3      16   2   rancid    6.0
## 2771   10         3      19   1   rancid    5.8
## 2772   10         3      19   2   rancid    9.3
## 2773   10         3      31   1   rancid    9.3
## 2774   10         3      31   2   rancid    5.7
## 2775   10         3      51   1   rancid    6.8
## 2776   10         3      51   2   rancid    0.0
## 2777   10         3      52   1   rancid    1.4
## 2778   10         3      52   2   rancid    2.6
## 2779   10         3      63   1   rancid   11.9
## 2780   10         3      63   2   rancid   11.4
## 2781   10         3      78   1   rancid    0.0
## 2782   10         3      78   2   rancid    2.5
## 2783   10         3      86   1   rancid    7.0
## 2784   10         3      86   2   rancid    8.2
## 2785    1         1       3   1   painty    5.5
## 2786    1         1       3   2   painty    0.0
## 2787    1         1      10   1   painty    0.0
## 2788    1         1      10   2   painty    0.0
## 2789    1         1      15   1   painty    5.1
## 2790    1         1      15   2   painty    2.3
## 2791    1         1      16   1   painty    0.2
## 2792    1         1      16   2   painty    4.0
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## 3202    6         3      19   2   painty    6.0
## 3203    6         3      31   1   painty    0.3
## 3204    6         3      31   2   painty    9.7
## 3205    6         3      51   1   painty    2.0
## 3206    6         3      51   2   painty    0.0
## 3207    6         3      52   1   painty    0.4
## 3208    6         3      52   2   painty    0.4
## 3209    6         3      63   1   painty    1.7
## 3210    6         3      63   2   painty    0.8
## 3211    6         3      78   1   painty    2.9
## 3212    6         3      78   2   painty    2.4
## 3213    6         3      79   1   painty    0.0
## 3214    6         3      79   2   painty    0.0
## 3215    6         3      86   1   painty    0.0
## 3216    6         3      86   2   painty    1.1
## 3217    7         1       3   1   painty    5.5
## 3218    7         1       3   2   painty    8.2
## 3219    7         1      10   1   painty    0.0
## 3220    7         1      10   2   painty    0.0
## 3221    7         1      15   1   painty    5.1
## 3222    7         1      15   2   painty    2.7
## 3223    7         1      16   1   painty    0.2
## 3224    7         1      16   2   painty    0.1
## 3225    7         1      19   1   painty    3.2
## 3226    7         1      19   2   painty    0.0
## 3227    7         1      31   1   painty    2.0
## 3228    7         1      31   2   painty    0.0
## 3229    7         1      51   1   painty    0.1
## 3230    7         1      51   2   painty    0.0
## 3231    7         1      52   1   painty    1.1
## 3232    7         1      52   2   painty    2.1
## 3233    7         1      63   1   painty    0.4
## 3234    7         1      63   2   painty    2.1
## 3235    7         1      78   1   painty    3.5
## 3236    7         1      78   2   painty    2.0
## 3237    7         1      79   1   painty    0.0
## 3238    7         1      79   2   painty    0.0
## 3239    7         1      86   1   painty    4.9
## 3240    7         1      86   2   painty    9.5
## 3241    7         2       3   1   painty    7.6
## 3242    7         2       3   2   painty    7.9
## 3243    7         2      10   1   painty    0.0
## 3244    7         2      10   2   painty    0.0
## 3245    7         2      15   1   painty    4.7
## 3246    7         2      15   2   painty    1.8
## 3247    7         2      16   1   painty    0.0
## 3248    7         2      16   2   painty    0.1
## 3249    7         2      19   1   painty    8.9
## 3250    7         2      19   2   painty    3.0
## 3251    7         2      31   1   painty    8.5
## 3252    7         2      31   2   painty    3.0
## 3253    7         2      51   1   painty    5.3
## 3254    7         2      51   2   painty    0.1
## 3255    7         2      52   1   painty    2.6
## 3256    7         2      52   2   painty    1.4
## 3257    7         2      63   1   painty    6.9
## 3258    7         2      63   2   painty    1.3
## 3259    7         2      78   1   painty    1.5
## 3260    7         2      78   2   painty    0.0
## 3261    7         2      79   1   painty    0.0
## 3262    7         2      79   2   painty    0.0
## 3263    7         2      86   1   painty    7.3
## 3264    7         2      86   2   painty    1.1
## 3265    7         3       3   1   painty    3.0
## 3266    7         3       3   2   painty    9.8
## 3267    7         3      10   1   painty    0.0
## 3268    7         3      10   2   painty    0.0
## 3269    7         3      15   1   painty    3.8
## 3270    7         3      15   2   painty    6.0
## 3271    7         3      16   1   painty    0.0
## 3272    7         3      16   2   painty    0.0
## 3273    7         3      19   1   painty    0.0
## 3274    7         3      19   2   painty   11.5
## 3275    7         3      31   1   painty    3.6
## 3276    7         3      31   2   painty    8.0
## 3277    7         3      51   1   painty    1.6
## 3278    7         3      51   2   painty    4.9
## 3279    7         3      52   1   painty    0.0
## 3280    7         3      52   2   painty    0.2
## 3281    7         3      63   1   painty    0.0
## 3282    7         3      63   2   painty    0.9
## 3283    7         3      78   1   painty    6.2
## 3284    7         3      78   2   painty    3.5
## 3285    7         3      79   1   painty    0.5
## 3286    7         3      79   2   painty    0.0
## 3287    7         3      86   1   painty    0.0
## 3288    7         3      86   2   painty    4.0
## 3289    8         1       3   1   painty    3.8
## 3290    8         1       3   2   painty    8.1
## 3291    8         1      10   1   painty    0.0
## 3292    8         1      10   2   painty    3.5
## 3293    8         1      15   1   painty    5.4
## 3294    8         1      15   2   painty    2.6
## 3295    8         1      16   1   painty    2.9
## 3296    8         1      16   2   painty    2.7
## 3297    8         1      19   1   painty    0.0
## 3298    8         1      19   2   painty    2.0
## 3299    8         1      31   1   painty    1.2
## 3300    8         1      31   2   painty   10.3
## 3301    8         1      51   1   painty    0.0
## 3302    8         1      51   2   painty    3.8
## 3303    8         1      52   1   painty    6.5
## 3304    8         1      52   2   painty    6.4
## 3305    8         1      63   1   painty    9.2
## 3306    8         1      63   2   painty   12.9
## 3307    8         1      78   1   painty    1.3
## 3308    8         1      78   2   painty    8.3
## 3309    8         1      79   1   painty    0.0
## 3310    8         1      79   2   painty    0.0
## 3311    8         1      86   1   painty    7.6
## 3312    8         1      86   2   painty   11.6
## 3313    8         2       3   1   painty    6.8
## 3314    8         2       3   2   painty    7.6
## 3315    8         2      10   1   painty    0.0
## 3316    8         2      10   2   painty    0.0
## 3317    8         2      15   1   painty    3.6
## 3318    8         2      15   2   painty    5.6
## 3319    8         2      16   1   painty    0.0
## 3320    8         2      16   2   painty    0.0
## 3321    8         2      19   1   painty    0.0
## 3322    8         2      19   2   painty    0.0
## 3323    8         2      31   1   painty    0.0
## 3324    8         2      31   2   painty    9.1
## 3325    8         2      51   1   painty    0.0
## 3326    8         2      51   2   painty    2.3
## 3327    8         2      52   1   painty    2.9
## 3328    8         2      52   2   painty    8.7
## 3329    8         2      63   1   painty    9.7
## 3330    8         2      63   2   painty    4.2
## 3331    8         2      78   1   painty    3.6
## 3332    8         2      78   2   painty    6.3
## 3333    8         2      79   1   painty    0.0
## 3334    8         2      79   2   painty     NA
## 3335    8         2      86   1   painty   10.5
## 3336    8         2      86   2   painty    8.0
## 3337    8         3       3   1   painty    5.9
## 3338    8         3       3   2   painty   11.3
## 3339    8         3      10   1   painty    0.0
## 3340    8         3      10   2   painty    0.0
## 3341    8         3      15   1   painty    3.4
## 3342    8         3      15   2   painty    6.8
## 3343    8         3      16   1   painty    0.1
## 3344    8         3      16   2   painty    0.0
## 3345    8         3      19   1   painty    5.3
## 3346    8         3      19   2   painty    8.5
## 3347    8         3      31   1   painty    3.3
## 3348    8         3      31   2   painty    0.0
## 3349    8         3      51   1   painty    0.1
## 3350    8         3      51   2   painty    0.1
## 3351    8         3      52   1   painty    7.2
## 3352    8         3      52   2   painty    3.5
## 3353    8         3      63   1   painty    0.4
## 3354    8         3      63   2   painty    6.6
## 3355    8         3      78   1   painty    0.6
## 3356    8         3      78   2   painty    1.3
## 3357    8         3      79   1   painty    0.0
## 3358    8         3      79   2   painty    0.0
## 3359    8         3      86   1   painty    7.5
## 3360    8         3      86   2   painty    8.7
## 3361    9         1       3   1   painty    7.0
## 3362    9         1       3   2   painty    3.4
## 3363    9         1      10   1   painty    0.0
## 3364    9         1      10   2   painty    0.0
## 3365    9         1      15   1   painty   10.8
## 3366    9         1      15   2   painty    3.1
## 3367    9         1      16   1   painty    0.2
## 3368    9         1      16   2   painty    0.0
## 3369    9         1      19   1   painty    2.4
## 3370    9         1      19   2   painty    0.0
## 3371    9         1      51   1   painty    3.0
## 3372    9         1      51   2   painty    1.6
## 3373    9         1      52   1   painty    3.7
## 3374    9         1      52   2   painty    3.2
## 3375    9         1      63   1   painty   12.8
## 3376    9         1      63   2   painty    1.7
## 3377    9         1      78   1   painty    5.2
## 3378    9         1      78   2   painty    0.0
## 3379    9         1      79   1   painty    0.0
## 3380    9         1      79   2   painty    0.0
## 3381    9         2       3   1   painty    0.0
## 3382    9         2       3   2   painty    7.0
## 3383    9         2      10   1   painty   10.6
## 3384    9         2      10   2   painty    0.0
## 3385    9         2      15   1   painty   10.6
## 3386    9         2      15   2   painty    6.4
## 3387    9         2      16   1   painty    0.1
## 3388    9         2      16   2   painty    0.0
## 3389    9         2      19   1   painty    0.0
## 3390    9         2      19   2   painty   12.6
## 3391    9         2      51   1   painty    0.1
## 3392    9         2      51   2   painty    2.0
## 3393    9         2      52   1   painty    2.5
## 3394    9         2      52   2   painty    8.5
## 3395    9         2      63   1   painty   12.3
## 3396    9         2      63   2   painty    4.4
## 3397    9         2      78   1   painty    1.6
## 3398    9         2      78   2   painty    2.2
## 3399    9         2      79   1   painty    0.0
## 3400    9         2      79   2   painty    0.0
## 3401    9         3       3   1   painty    4.3
## 3402    9         3       3   2   painty    6.7
## 3403    9         3      10   1   painty    1.7
## 3404    9         3      10   2   painty    4.9
## 3405    9         3      15   1   painty    7.3
## 3406    9         3      15   2   painty    7.1
## 3407    9         3      16   1   painty    0.3
## 3408    9         3      16   2   painty    0.0
## 3409    9         3      19   1   painty    8.9
## 3410    9         3      19   2   painty   11.3
## 3411    9         3      51   1   painty    4.2
## 3412    9         3      51   2   painty    0.0
## 3413    9         3      52   1   painty    4.5
## 3414    9         3      52   2   painty    9.5
## 3415    9         3      63   1   painty    8.4
## 3416    9         3      63   2   painty   10.5
## 3417    9         3      78   1   painty    3.8
## 3418    9         3      78   2   painty    0.0
## 3419    9         3      79   1   painty    0.0
## 3420    9         3      79   2   painty    0.0
## 3421   10         1      10   1   painty    8.2
## 3422   10         1      10   2   painty    2.9
## 3423   10         1      15   1   painty    2.7
## 3424   10         1      15   2   painty    1.0
## 3425   10         1      16   1   painty    2.7
## 3426   10         1      16   2   painty    3.1
## 3427   10         1      19   1   painty    0.0
## 3428   10         1      19   2   painty    3.6
## 3429   10         1      31   1   painty   12.6
## 3430   10         1      31   2   painty   11.4
## 3431   10         1      51   1   painty    1.4
## 3432   10         1      51   2   painty    0.0
## 3433   10         1      52   1   painty   10.8
## 3434   10         1      52   2   painty   11.0
## 3435   10         1      63   1   painty    1.8
## 3436   10         1      63   2   painty    2.6
## 3437   10         1      78   1   painty    1.3
## 3438   10         1      78   2   painty    6.2
## 3439   10         1      86   1   painty   11.6
## 3440   10         1      86   2   painty   13.1
## 3441   10         2      10   1   painty    3.6
## 3442   10         2      10   2   painty    0.0
## 3443   10         2      15   1   painty    0.7
## 3444   10         2      15   2   painty    3.2
## 3445   10         2      16   1   painty    0.6
## 3446   10         2      16   2   painty    2.1
## 3447   10         2      19   1   painty   10.3
## 3448   10         2      19   2   painty   10.9
## 3449   10         2      31   1   painty    9.1
## 3450   10         2      31   2   painty   10.2
## 3451   10         2      51   1   painty    2.5
## 3452   10         2      51   2   painty    5.4
## 3453   10         2      52   1   painty    7.4
## 3454   10         2      52   2   painty    6.4
## 3455   10         2      63   1   painty    9.5
## 3456   10         2      63   2   painty   10.7
## 3457   10         2      78   1   painty    4.1
## 3458   10         2      78   2   painty    2.4
## 3459   10         2      86   1   painty   12.7
## 3460   10         2      86   2   painty   11.6
## 3461   10         3      10   1   painty    0.0
## 3462   10         3      10   2   painty    1.9
## 3463   10         3      15   1   painty    0.2
## 3464   10         3      15   2   painty    0.3
## 3465   10         3      16   1   painty    4.4
## 3466   10         3      16   2   painty    1.3
## 3467   10         3      19   1   painty    0.0
## 3468   10         3      19   2   painty   11.8
## 3469   10         3      31   1   painty   11.4
## 3470   10         3      31   2   painty    0.0
## 3471   10         3      51   1   painty    3.3
## 3472   10         3      51   2   painty    0.0
## 3473   10         3      52   1   painty    9.0
## 3474   10         3      52   2   painty    9.3
## 3475   10         3      63   1   painty    3.3
## 3476   10         3      63   2   painty    7.3
## 3477   10         3      78   1   painty    1.3
## 3478   10         3      78   2   painty    1.4
## 3479   10         3      86   1   painty   10.5
## 3480   10         3      86   2   painty    9.4

Let’s Reconstruct our Plot

ggplot(french_fries_long) + geom_boxplot(aes(x=variable, y=rating, fill = variable))

Long to Wide

In certain applications, we may wish to take a long dataset and convert it to a wide dataset (Perhaps displaying in a table).

head(french_fries_long)
##   time treatment subject rep variable rating
## 1    1         1       3   1   potato    2.9
## 2    1         1       3   2   potato   14.0
## 3    1         1      10   1   potato   11.0
## 4    1         1      10   2   potato    9.9
## 5    1         1      15   1   potato    1.2
## 6    1         1      15   2   potato    8.8

Spread

We use the spread function from tidyr to do this:

french_fries_wide <- french_fries_long %>% spread(key = variable, value = rating)

head(french_fries_wide)
##   time treatment subject rep buttery grassy painty potato rancid
## 1    1         1       3   1     0.0    0.0    5.5    2.9    0.0
## 2    1         1       3   2     0.0    0.0    0.0   14.0    1.1
## 3    1         1      10   1     6.4    0.0    0.0   11.0    0.0
## 4    1         1      10   2     5.9    2.9    0.0    9.9    2.2
## 5    1         1      15   1     0.1    0.0    5.1    1.2    1.1
## 6    1         1      15   2     3.0    3.6    2.3    8.8    1.5

Spread

french_fries_long %>% spread(key = rep, value = rating)
##      time treatment subject variable    1    2
## 1       1         1       3  buttery  0.0  0.0
## 2       1         1       3   grassy  0.0  0.0
## 3       1         1       3   painty  5.5  0.0
## 4       1         1       3   potato  2.9 14.0
## 5       1         1       3   rancid  0.0  1.1
## 6       1         1      10  buttery  6.4  5.9
## 7       1         1      10   grassy  0.0  2.9
## 8       1         1      10   painty  0.0  0.0
## 9       1         1      10   potato 11.0  9.9
## 10      1         1      10   rancid  0.0  2.2
## 11      1         1      15  buttery  0.1  3.0
## 12      1         1      15   grassy  0.0  3.6
## 13      1         1      15   painty  5.1  2.3
## 14      1         1      15   potato  1.2  8.8
## 15      1         1      15   rancid  1.1  1.5
## 16      1         1      16  buttery  2.6  4.4
## 17      1         1      16   grassy  0.4  0.3
## 18      1         1      16   painty  0.2  4.0
## 19      1         1      16   potato  9.0  8.2
## 20      1         1      16   rancid  0.1  1.4
## 21      1         1      19  buttery  3.2  0.0
## 22      1         1      19   grassy  0.0  3.1
## 23      1         1      19   painty  3.2 10.3
## 24      1         1      19   potato  7.0 13.0
## 25      1         1      19   rancid  4.9  4.3
## 26      1         1      31  buttery  0.0  2.5
## 27      1         1      31   grassy  0.0  0.0
## 28      1         1      31   painty  2.0  0.0
## 29      1         1      31   potato 12.2 12.8
## 30      1         1      31   rancid  2.5  5.6
## 31      1         1      51  buttery  1.7  4.2
## 32      1         1      51   grassy  0.1  3.6
## 33      1         1      51   painty  0.1  4.0
## 34      1         1      51   potato  8.6 10.2
## 35      1         1      51   rancid  1.4  3.3
## 36      1         1      52  buttery  0.0  3.1
## 37      1         1      52   grassy  1.7  0.3
## 38      1         1      52   painty  1.1  0.5
## 39      1         1      52   potato  5.8  7.0
## 40      1         1      52   rancid  8.5  2.8
## 41      1         1      63  buttery  0.0  0.0
## 42      1         1      63   grassy  0.0  0.0
## 43      1         1      63   painty  0.4  3.4
## 44      1         1      63   potato  8.3  2.9
## 45      1         1      63   rancid  1.1 12.9
## 46      1         1      78  buttery  1.2  0.6
## 47      1         1      78   grassy  0.0  3.0
## 48      1         1      78   painty  3.5  1.1
## 49      1         1      78   potato  4.9  8.8
## 50      1         1      78   rancid  1.1  0.5
## 51      1         1      79  buttery  0.0  0.4
## 52      1         1      79   grassy  0.0  0.0
## 53      1         1      79   painty  0.0  0.0
## 54      1         1      79   potato  5.1 10.4
## 55      1         1      79   rancid  2.0  0.0
## 56      1         1      86  buttery  1.2  2.6
## 57      1         1      86   grassy  0.0  2.7
## 58      1         1      86   painty  4.9  0.0
## 59      1         1      86   potato  5.2  3.0
## 60      1         1      86   rancid  7.9  0.0
## 61      1         2       3  buttery  0.0  0.1
## 62      1         2       3   grassy  0.0  0.0
## 63      1         2       3   painty  0.0  0.0
## 64      1         2       3   potato 13.9 13.4
## 65      1         2       3   rancid  3.9  1.5
## 66      1         2      10  buttery  5.2 10.1
## 67      1         2      10   grassy  3.3  2.5
## 68      1         2      10   painty  0.0  0.0
## 69      1         2      10   potato  9.3 11.0
## 70      1         2      10   rancid  0.0  0.0
## 71      1         2      15  buttery  3.6  2.7
## 72      1         2      15   grassy  0.3  2.7
## 73      1         2      15   painty  0.3  1.0
## 74      1         2      15   potato  9.0  7.0
## 75      1         2      15   rancid  2.0  1.9
## 76      1         2      16  buttery  3.5  0.6
## 77      1         2      16   grassy  0.8  0.2
## 78      1         2      16   painty  0.1  0.0
## 79      1         2      16   potato  4.6  5.0
## 80      1         2      16   rancid  0.2  0.4
## 81      1         2      19  buttery  2.5  1.1
## 82      1         2      19   grassy  1.3  0.0
## 83      1         2      19   painty  0.0  0.0
## 84      1         2      19   potato  9.5 11.3
## 85      1         2      19   rancid  0.0  2.5
## 86      1         2      31  buttery  0.7  3.2
## 87      1         2      31   grassy  0.0  0.0
## 88      1         2      31   painty  2.2  3.5
## 89      1         2      31   potato 10.6 11.4
## 90      1         2      31   rancid  7.0  0.8
## 91      1         2      51  buttery  4.1  1.8
## 92      1         2      51   grassy  4.3  2.5
## 93      1         2      51   painty  3.9  3.5
## 94      1         2      51   potato 11.7  8.5
## 95      1         2      51   rancid  3.3 11.8
## 96      1         2      52  buttery  4.4  1.1
## 97      1         2      52   grassy  0.0  0.4
## 98      1         2      52   painty  0.0  0.0
## 99      1         2      52   potato 10.4  7.1
## 100     1         2      52   rancid  0.0  1.7
## 101     1         2      63  buttery  0.3  0.0
## 102     1         2      63   grassy  0.0  0.0
## 103     1         2      63   painty  0.0  0.0
## 104     1         2      63   potato 13.1  7.7
## 105     1         2      63   rancid  0.0  0.2
## 106     1         2      78  buttery  0.7  0.1
## 107     1         2      78   grassy  1.2  3.8
## 108     1         2      78   painty  4.1  0.8
## 109     1         2      78   potato  9.1  4.3
## 110     1         2      78   rancid  2.0  0.9
## 111     1         2      79  buttery  0.8  4.5
## 112     1         2      79   grassy  0.6  0.0
## 113     1         2      79   painty  0.0  0.0
## 114     1         2      79   potato  8.3  5.1
## 115     1         2      79   rancid  0.0  1.1
## 116     1         2      86  buttery  4.4  4.3
## 117     1         2      86   grassy  0.0  0.0
## 118     1         2      86   painty  0.0  0.0
## 119     1         2      86   potato  6.1  3.2
## 120     1         2      86   rancid  0.0  0.0
## 121     1         3       3  buttery  0.0  0.0
## 122     1         3       3   grassy  0.0  0.6
## 123     1         3       3   painty  0.0  0.0
## 124     1         3       3   potato 14.1  9.5
## 125     1         3       3   rancid  1.1  2.8
## 126     1         3      10  buttery 10.2  5.0
## 127     1         3      10   grassy  0.0  0.8
## 128     1         3      10   painty  0.0  0.0
## 129     1         3      10   potato 11.3 10.1
## 130     1         3      10   rancid  0.0  0.0
## 131     1         3      15  buttery  1.0  3.6
## 132     1         3      15   grassy  0.5  0.5
## 133     1         3      15   painty  0.6  0.6
## 134     1         3      15   potato  5.8  8.0
## 135     1         3      15   rancid  2.8  0.8
## 136     1         3      16  buttery  0.2  1.1
## 137     1         3      16   grassy  0.6  0.5
## 138     1         3      16   painty  0.0  0.6
## 139     1         3      16   potato  7.8  5.2
## 140     1         3      16   rancid  1.4  3.6
## 141     1         3      19  buttery  3.4  2.8
## 142     1         3      19   grassy  5.2  0.0
## 143     1         3      19   painty  0.0  3.0
## 144     1         3      19   potato  7.2 11.1
## 145     1         3      19   rancid  4.4 13.2
## 146     1         3      31  buttery  0.7  3.7
## 147     1         3      31   grassy  0.3  0.0
## 148     1         3      31   painty  9.2  9.2
## 149     1         3      31   potato  7.1 12.5
## 150     1         3      31   rancid  6.6  8.1
## 151     1         3      51  buttery  1.4  4.7
## 152     1         3      51   grassy  0.0  2.0
## 153     1         3      51   painty  0.0  6.1
## 154     1         3      51   potato 13.6  8.5
## 155     1         3      51   rancid  2.1  6.0
## 156     1         3      52  buttery  2.0  4.7
## 157     1         3      52   grassy  0.0  0.0
## 158     1         3      52   painty  0.0  0.0
## 159     1         3      52   potato 10.6 10.3
## 160     1         3      52   rancid  1.2  0.0
## 161     1         3      63  buttery  0.4  0.0
## 162     1         3      63   grassy  1.9  0.0
## 163     1         3      63   painty  0.0  0.0
## 164     1         3      63   potato  8.6 10.3
## 165     1         3      63   rancid  0.0  0.4
## 166     1         3      78  buttery  1.6  0.1
## 167     1         3      78   grassy  0.0  3.7
## 168     1         3      78   painty  9.3  8.9
## 169     1         3      78   potato  7.4  5.0
## 170     1         3      78   rancid  3.6  2.5
## 171     1         3      79  buttery  0.0  0.0
## 172     1         3      79   grassy  1.6  0.0
## 173     1         3      79   painty  0.0  0.0
## 174     1         3      79   potato  8.8  8.3
## 175     1         3      79   rancid  0.9  0.9
## 176     1         3      86  buttery  4.5  7.0
## 177     1         3      86   grassy  1.5  2.5
## 178     1         3      86   painty  0.0  0.0
## 179     1         3      86   potato  6.7  7.9
## 180     1         3      86   rancid  0.0  0.0
## 181     2         1       3  buttery  0.3  0.5
## 182     2         1       3   grassy  0.1  2.0
## 183     2         1       3   painty  0.3  0.0
## 184     2         1       3   potato  9.0  5.5
## 185     2         1       3   rancid  5.8  8.6
## 186     2         1      10  buttery  3.1  8.4
## 187     2         1      10   grassy  3.1  0.0
## 188     2         1      10   painty  1.7  0.0
## 189     2         1      10   potato  8.0 10.2
## 190     2         1      10   rancid  6.2  0.0
## 191     2         1      15  buttery  1.4  2.3
## 192     2         1      15   grassy  0.1  0.5
## 193     2         1      15   painty  6.5  0.5
## 194     2         1      15   potato  5.3  7.3
## 195     2         1      15   rancid  3.9  3.3
## 196     2         1      16  buttery  5.1  3.8
## 197     2         1      16   grassy  0.0  0.7
## 198     2         1      16   painty  0.0  0.4
## 199     2         1      16   potato  4.1 11.0
## 200     2         1      16   rancid  2.8  2.0
## 201     2         1      19  buttery  0.0  7.5
## 202     2         1      19   grassy  0.0  0.0
## 203     2         1      19   painty 11.3  0.0
## 204     2         1      19   potato  8.7 11.0
## 205     2         1      19   rancid 12.8  0.0
## 206     2         1      31  buttery  3.3  0.0
## 207     2         1      31   grassy  0.0  1.2
## 208     2         1      31   painty  1.1  7.6
## 209     2         1      31   potato  9.7  4.1
## 210     2         1      31   rancid 12.1 11.9
## 211     2         1      51  buttery  6.7  1.9
## 212     2         1      51   grassy  1.5  0.1
## 213     2         1      51   painty  2.8  0.0
## 214     2         1      51   potato  9.4 14.3
## 215     2         1      51   rancid 11.1  1.1
## 216     2         1      52  buttery  1.6  1.0
## 217     2         1      52   grassy  2.8  2.1
## 218     2         1      52   painty  0.0  0.0
## 219     2         1      52   potato  6.5  8.2
## 220     2         1      52   rancid  1.1  1.0
## 221     2         1      63  buttery  0.0  0.0
## 222     2         1      63   grassy  0.0  0.0
## 223     2         1      63   painty  0.0  0.0
## 224     2         1      63   potato  8.9  8.7
## 225     2         1      63   rancid  2.3  1.1
## 226     2         1      78  buttery  0.0  1.7
## 227     2         1      78   grassy  1.3  0.5
## 228     2         1      78   painty  6.3  8.9
## 229     2         1      78   potato  3.3  4.5
## 230     2         1      78   rancid  0.0  6.0
## 231     2         1      79  buttery  0.0  0.0
## 232     2         1      79   grassy  2.3  2.8
## 233     2         1      79   painty  0.0  0.0
## 234     2         1      79   potato  5.9  6.0
## 235     2         1      79   rancid  0.5  0.0
## 236     2         1      86  buttery  6.0  6.0
## 237     2         1      86   grassy  0.0  3.0
## 238     2         1      86   painty  0.0  0.0
## 239     2         1      86   potato  6.7  5.9
## 240     2         1      86   rancid  0.0  0.0
## 241     2         2       3  buttery  0.9  0.7
## 242     2         2       3   grassy  0.3  1.6
## 243     2         2       3   painty  0.0  1.0
## 244     2         2       3   potato 14.1  3.3
## 245     2         2       3   rancid  2.1  0.0
## 246     2         2      10  buttery  7.6  6.8
## 247     2         2      10   grassy  1.6  0.0
## 248     2         2      10   painty  0.0  0.0
## 249     2         2      10   potato 11.2  8.2
## 250     2         2      10   rancid  0.0  0.0
## 251     2         2      15  buttery  5.6  2.7
## 252     2         2      15   grassy  0.7  0.4
## 253     2         2      15   painty  0.0  0.6
## 254     2         2      15   potato 12.7  3.9
## 255     2         2      15   rancid  0.2  3.1
## 256     2         2      16  buttery  4.8  0.7
## 257     2         2      16   grassy  0.7  0.7
## 258     2         2      16   painty  0.0  0.0
## 259     2         2      16   potato  5.4  2.6
## 260     2         2      16   rancid  3.0  0.1
## 261     2         2      19  buttery 10.0  3.7
## 262     2         2      19   grassy  1.9  2.7
## 263     2         2      19   painty  0.0  0.0
## 264     2         2      19   potato 11.2  4.3
## 265     2         2      19   rancid  6.5  2.0
## 266     2         2      31  buttery  1.4  0.4
## 267     2         2      31   grassy  0.0  0.0
## 268     2         2      31   painty  0.0  3.6
## 269     2         2      31   potato 10.6  6.6
## 270     2         2      31   rancid  1.3 10.6
## 271     2         2      51  buttery  3.4  4.6
## 272     2         2      51   grassy  1.2  0.0
## 273     2         2      51   painty  5.4  0.1
## 274     2         2      51   potato  9.2 11.6
## 275     2         2      51   rancid  5.7 10.0
## 276     2         2      52  buttery  3.6  3.5
## 277     2         2      52   grassy  0.4  0.0
## 278     2         2      52   painty  0.0  0.0
## 279     2         2      52   potato  9.7 10.2
## 280     2         2      52   rancid  0.0  0.0
## 281     2         2      63  buttery  0.0  0.0
## 282     2         2      63   grassy  0.0  0.2
## 283     2         2      63   painty  0.0  0.0
## 284     2         2      63   potato 12.2 10.7
## 285     2         2      63   rancid  0.0  0.0
## 286     2         2      78  buttery  0.0  0.0
## 287     2         2      78   grassy  5.1  1.3
## 288     2         2      78   painty  2.1  3.1
## 289     2         2      78   potato  6.7  7.0
## 290     2         2      78   rancid  3.8  0.6
## 291     2         2      79  buttery  3.2  1.1
## 292     2         2      79   grassy  2.1  0.5
## 293     2         2      79   painty  0.0  0.0
## 294     2         2      79   potato 10.9 10.4
## 295     2         2      79   rancid  1.0  1.4
## 296     2         2      86  buttery  7.9  2.4
## 297     2         2      86   grassy  1.4  0.0
## 298     2         2      86   painty  0.0  0.0
## 299     2         2      86   potato  3.9  8.3
## 300     2         2      86   rancid  0.0  0.0
## 301     2         3       3  buttery  0.6  0.8
## 302     2         3       3   grassy  0.7  0.0
## 303     2         3       3   painty  1.4  0.4
## 304     2         3       3   potato  6.5 13.8
## 305     2         3       3   rancid  0.1  6.6
## 306     2         3      10  buttery  5.7  4.4
## 307     2         3      10   grassy  2.1  0.0
## 308     2         3      10   painty  5.3  0.0
## 309     2         3      10   potato 10.3 10.2
## 310     2         3      10   rancid 10.0  0.0
## 311     2         3      15  buttery  3.6  3.2
## 312     2         3      15   grassy  3.5  1.6
## 313     2         3      15   painty  0.2  0.4
## 314     2         3      15   potato  6.3 10.4
## 315     2         3      15   rancid  3.4  0.1
## 316     2         3      16  buttery  7.3  2.4
## 317     2         3      16   grassy  1.3  1.2
## 318     2         3      16   painty  0.1  0.0
## 319     2         3      16   potato  8.2  1.5
## 320     2         3      16   rancid  3.7  0.1
## 321     2         3      19  buttery  3.6  3.0
## 322     2         3      19   grassy  5.8 10.5
## 323     2         3      19   painty  0.0  0.0
## 324     2         3      19   potato 11.4  6.0
## 325     2         3      19   rancid  1.4  0.0
## 326     2         3      31  buttery  0.4  0.5
## 327     2         3      31   grassy  0.0  0.0
## 328     2         3      31   painty  6.3  5.4
## 329     2         3      31   potato 10.5  8.1
## 330     2         3      31   rancid  5.8  9.3
## 331     2         3      51  buttery  4.7  5.2
## 332     2         3      51   grassy  0.0  4.4
## 333     2         3      51   painty  3.9  5.7
## 334     2         3      51   potato 12.2 12.1
## 335     2         3      51   rancid  3.1  2.7
## 336     2         3      52  buttery  2.8  1.9
## 337     2         3      52   grassy  0.8  1.6
## 338     2         3      52   painty  0.0  0.0
## 339     2         3      52   potato 10.7  9.1
## 340     2         3      52   rancid  0.0  0.0
## 341     2         3      63  buttery  0.0  0.0
## 342     2         3      63   grassy  0.0  0.6
## 343     2         3      63   painty  1.8  1.4
## 344     2         3      63   potato  6.2  6.5
## 345     2         3      63   rancid  9.8  0.0
## 346     2         3      78  buttery  1.9  0.0
## 347     2         3      78   grassy  0.0  1.5
## 348     2         3      78   painty  1.3  7.1
## 349     2         3      78   potato  2.7  4.4
## 350     2         3      78   rancid  1.2  0.0
## 351     2         3      79  buttery  1.1  0.0
## 352     2         3      79   grassy  0.0  0.0
## 353     2         3      79   painty  0.0  0.0
## 354     2         3      79   potato  7.7  6.7
## 355     2         3      79   rancid  2.6  0.0
## 356     2         3      86  buttery  1.6  5.7
## 357     2         3      86   grassy  2.6  0.0
## 358     2         3      86   painty  0.0  0.0
## 359     2         3      86   potato  7.7  4.0
## 360     2         3      86   rancid  0.0  0.0
## 361     3         1       3  buttery  0.2  0.5
## 362     3         1       3   grassy  0.0  0.0
## 363     3         1       3   painty  0.0  0.0
## 364     3         1       3   potato 11.8  7.8
## 365     3         1       3   rancid  6.0 11.0
## 366     3         1      10  buttery  7.0  6.6
## 367     3         1      10   grassy  0.0  0.0
## 368     3         1      10   painty  3.8  0.0
## 369     3         1      10   potato  9.3  9.1
## 370     3         1      10   rancid  2.6  7.7
## 371     3         1      15  buttery  0.2  2.7
## 372     3         1      15   grassy  0.2  0.1
## 373     3         1      15   painty  2.6  0.0
## 374     3         1      15   potato  3.4  5.7
## 375     3         1      15   rancid  7.2  3.8
## 376     3         1      16  buttery  0.2  2.1
## 377     3         1      16   grassy  3.0  0.3
## 378     3         1      16   painty  1.7  0.0
## 379     3         1      16   potato  1.5  4.2
## 380     3         1      16   rancid  3.8  0.1
## 381     3         1      19  buttery  9.6  6.0
## 382     3         1      19   grassy  3.6  0.0
## 383     3         1      19   painty  2.5  0.0
## 384     3         1      19   potato 11.2 11.8
## 385     3         1      19   rancid 12.7  5.2
## 386     3         1      31  buttery  0.8  0.0
## 387     3         1      31   grassy  0.0  0.0
## 388     3         1      31   painty  0.0  4.8
## 389     3         1      31   potato  8.2  8.8
## 390     3         1      31   rancid  5.2 10.0
## 391     3         1      51  buttery  1.4  3.0
## 392     3         1      51   grassy  0.2  1.1
## 393     3         1      51   painty  0.1  0.0
## 394     3         1      51   potato  6.1 10.1
## 395     3         1      51   rancid 11.0  8.5
## 396     3         1      52  buttery  0.7  2.9
## 397     3         1      52   grassy  4.1  0.9
## 398     3         1      52   painty  0.0  0.0
## 399     3         1      52   potato  6.6 10.4
## 400     3         1      52   rancid  0.3  1.0
## 401     3         1      63  buttery  0.0  0.0
## 402     3         1      63   grassy  0.0  0.0
## 403     3         1      63   painty  3.6  0.0
## 404     3         1      63   potato  8.9 10.8
## 405     3         1      63   rancid  4.2  0.8
## 406     3         1      78  buttery  1.3  1.0
## 407     3         1      78   grassy  0.0  0.0
## 408     3         1      78   painty  6.0  1.7
## 409     3         1      78   potato  2.5  6.3
## 410     3         1      78   rancid  0.0  3.8
## 411     3         1      79  buttery  1.4  0.0
## 412     3         1      79   grassy  0.0  1.1
## 413     3         1      79   painty  0.0  0.0
## 414     3         1      79   potato  8.6  3.8
## 415     3         1      79   rancid  0.0  1.6
## 416     3         1      86  buttery  4.6  2.9
## 417     3         1      86   grassy  2.0  3.0
## 418     3         1      86   painty  0.0  0.0
## 419     3         1      86   potato  9.0 10.6
## 420     3         1      86   rancid  5.1  0.0
## 421     3         2       3  buttery  0.1  0.5
## 422     3         2       3   grassy  0.0  0.0
## 423     3         2       3   painty  0.0  0.0
## 424     3         2       3   potato  4.0  9.9
## 425     3         2       3   rancid  9.2 11.4
## 426     3         2      10  buttery  8.2  7.5
## 427     3         2      10   grassy  0.1  0.0
## 428     3         2      10   painty  0.0  0.0
## 429     3         2      10   potato 10.1  9.0
## 430     3         2      10   rancid  0.0  0.0
## 431     3         2      15  buttery  2.8  1.8
## 432     3         2      15   grassy  0.0  0.0
## 433     3         2      15   painty  0.1  0.0
## 434     3         2      15   potato  8.3  6.1
## 435     3         2      15   rancid  0.3  1.0
## 436     3         2      16  buttery  0.3  4.2
## 437     3         2      16   grassy  0.0  0.9
## 438     3         2      16   painty  0.0  0.0
## 439     3         2      16   potato  2.6  9.6
## 440     3         2      16   rancid  0.0  0.0
## 441     3         2      19  buttery  0.0  1.7
## 442     3         2      19   grassy  0.0  0.0
## 443     3         2      19   painty  1.4  9.4
## 444     3         2      19   potato  4.8  5.6
## 445     3         2      19   rancid  0.9  1.4
## 446     3         2      31  buttery  0.2  0.4
## 447     3         2      31   grassy  0.0  0.0
## 448     3         2      31   painty  8.2  8.2
## 449     3         2      31   potato 10.2 10.0
## 450     3         2      31   rancid 10.1  9.1
## 451     3         2      51  buttery  4.2  1.9
## 452     3         2      51   grassy  0.0  2.9
## 453     3         2      51   painty  2.9  0.0
## 454     3         2      51   potato  6.6  9.3
## 455     3         2      51   rancid  7.5  2.6
## 456     3         2      52  buttery  2.7  1.6
## 457     3         2      52   grassy  1.8  3.9
## 458     3         2      52   painty  0.0  0.0
## 459     3         2      52   potato  7.2  8.2
## 460     3         2      52   rancid  0.0  0.0
## 461     3         2      63  buttery  0.7  0.0
## 462     3         2      63   grassy  0.0  0.0
## 463     3         2      63   painty  0.0  0.0
## 464     3         2      63   potato 12.8 10.7
## 465     3         2      63   rancid  0.0  5.9
## 466     3         2      78  buttery  2.9  0.0
## 467     3         2      78   grassy  0.0  0.8
## 468     3         2      78   painty  2.5  4.8
## 469     3         2      78   potato  7.5  2.4
## 470     3         2      78   rancid  0.0  0.7
## 471     3         2      79  buttery  0.0  0.0
## 472     3         2      79   grassy  0.0  0.0
## 473     3         2      79   painty  0.0  0.0
## 474     3         2      79   potato  8.4  5.4
## 475     3         2      79   rancid  0.9  2.6
## 476     3         2      86  buttery  5.2  3.0
## 477     3         2      86   grassy  4.8  2.2
## 478     3         2      86   painty  0.0  0.0
## 479     3         2      86   potato  9.4  5.2
## 480     3         2      86   rancid  1.9  4.0
## 481     3         3       3  buttery  0.2  0.5
## 482     3         3       3   grassy  0.0  0.0
## 483     3         3       3   painty  0.0  0.0
## 484     3         3       3   potato  7.3  7.3
## 485     3         3       3   rancid  7.1 11.1
## 486     3         3      10  buttery  8.0  8.4
## 487     3         3      10   grassy  0.0  0.0
## 488     3         3      10   painty  0.0  0.0
## 489     3         3      10   potato  9.6 11.0
## 490     3         3      10   rancid  0.0  0.0
## 491     3         3      15  buttery  0.7  1.6
## 492     3         3      15   grassy  0.3  0.3
## 493     3         3      15   painty  0.5  0.9
## 494     3         3      15   potato  5.2  6.5
## 495     3         3      15   rancid  5.5  1.5
## 496     3         3      16  buttery  0.4  2.1
## 497     3         3      16   grassy  0.5  2.5
## 498     3         3      16   painty  0.0  0.8
## 499     3         3      16   potato 10.6  8.6
## 500     3         3      16   rancid  1.0  0.7
## 501     3         3      19  buttery  4.0  1.7
## 502     3         3      19   grassy  1.0  2.9
## 503     3         3      19   painty  0.0  0.0
## 504     3         3      19   potato  6.4  9.7
## 505     3         3      19   rancid  4.0 10.8
## 506     3         3      31  buttery  0.5  0.0
## 507     3         3      31   grassy  0.0  0.0
## 508     3         3      31   painty  0.0  9.1
## 509     3         3      31   potato  7.6  8.7
## 510     3         3      31   rancid  6.8  7.7
## 511     3         3      51  buttery  3.0  0.0
## 512     3         3      51   grassy  0.0  0.0
## 513     3         3      51   painty  5.1  3.5
## 514     3         3      51   potato  9.1  9.3
## 515     3         3      51   rancid  4.4  6.8
## 516     3         3      52  buttery  0.2  1.2
## 517     3         3      52   grassy  2.0  0.9
## 518     3         3      52   painty  0.0  0.0
## 519     3         3      52   potato  8.1 10.2
## 520     3         3      52   rancid  0.0  0.0
## 521     3         3      63  buttery  0.0  0.0
## 522     3         3      63   grassy  0.0  0.0
## 523     3         3      63   painty  0.0  0.0
## 524     3         3      63   potato  9.0  9.1
## 525     3         3      63   rancid  2.6  6.7
## 526     3         3      78  buttery  2.6  1.1
## 527     3         3      78   grassy  1.8  0.0
## 528     3         3      78   painty  0.8  6.5
## 529     3         3      78   potato  9.2  2.0
## 530     3         3      78   rancid  0.0  0.0
## 531     3         3      79  buttery  2.1  5.1
## 532     3         3      79   grassy  0.0  0.0
## 533     3         3      79   painty  0.0  0.0
## 534     3         3      79   potato  7.5  8.7
## 535     3         3      79   rancid  0.0  0.7
## 536     3         3      86  buttery  1.5  1.5
## 537     3         3      86   grassy  2.1  2.7
## 538     3         3      86   painty  2.9  0.0
## 539     3         3      86   potato  5.2  5.7
## 540     3         3      86   rancid  5.9  3.1
## 541     4         1       3  buttery  0.1  0.0
## 542     4         1       3   grassy  0.0  0.0
## 543     4         1       3   painty  0.0  0.0
## 544     4         1       3   potato 13.6  5.3
## 545     4         1       3   rancid  1.7  0.9
## 546     4         1      10  buttery  4.4  5.8
## 547     4         1      10   grassy  0.0  0.0
## 548     4         1      10   painty  1.1  0.0
## 549     4         1      10   potato  8.1  9.1
## 550     4         1      10   rancid  6.5  0.0
## 551     4         1      15  buttery  0.6  0.4
## 552     4         1      15   grassy  0.4  0.6
## 553     4         1      15   painty  0.0  0.0
## 554     4         1      15   potato  8.1  7.2
## 555     4         1      15   rancid  0.2  0.1
## 556     4         1      16  buttery  0.9  1.3
## 557     4         1      16   grassy  1.2  0.4
## 558     4         1      16   painty  0.0  0.0
## 559     4         1      16   potato  6.8 10.5
## 560     4         1      16   rancid  0.1  2.8
## 561     4         1      19  buttery  4.4  2.3
## 562     4         1      19   grassy  0.0 11.1
## 563     4         1      19   painty  0.0  0.0
## 564     4         1      19   potato  8.9  6.9
## 565     4         1      19   rancid  0.0  3.2
## 566     4         1      31  buttery  0.8  0.3
## 567     4         1      31   grassy  0.0  0.0
## 568     4         1      31   painty  0.9  0.0
## 569     4         1      31   potato 11.7  3.4
## 570     4         1      31   rancid  5.1  3.7
## 571     4         1      51  buttery  2.5  5.4
## 572     4         1      51   grassy  0.7  2.1
## 573     4         1      51   painty  9.2  0.0
## 574     4         1      51   potato  9.3 13.2
## 575     4         1      51   rancid  8.8  2.7
## 576     4         1      52  buttery  3.9  2.6
## 577     4         1      52   grassy  0.2  1.8
## 578     4         1      52   painty  0.0  0.0
## 579     4         1      52   potato  8.5  8.9
## 580     4         1      52   rancid  0.0  0.0
## 581     4         1      63  buttery  0.0  0.5
## 582     4         1      63   grassy  0.0  0.0
## 583     4         1      63   painty  0.0  0.0
## 584     4         1      63   potato 10.4 11.4
## 585     4         1      63   rancid  3.0  1.7
## 586     4         1      78  buttery  1.0  1.1
## 587     4         1      78   grassy  1.2  2.3
## 588     4         1      78   painty  0.0  0.0
## 589     4         1      78   potato  9.4  3.2
## 590     4         1      78   rancid  3.2  0.0
## 591     4         1      79  buttery  1.8  0.0
## 592     4         1      79   grassy  0.0  0.0
## 593     4         1      79   painty  0.0  0.0
## 594     4         1      79   potato  8.4  7.0
## 595     4         1      79   rancid  0.0  1.4
## 596     4         1      86  buttery  5.8  1.6
## 597     4         1      86   grassy  0.0  2.6
## 598     4         1      86   painty  0.0  0.0
## 599     4         1      86   potato  8.3  4.1
## 600     4         1      86   rancid  0.0  4.8
## 601     4         2       3  buttery  0.0  0.0
## 602     4         2       3   grassy  0.0  0.0
## 603     4         2       3   painty  0.0  0.0
## 604     4         2       3   potato 12.9 12.7
## 605     4         2       3   rancid  1.3  0.8
## 606     4         2      10  buttery  5.6  7.7
## 607     4         2      10   grassy  0.0  0.0
## 608     4         2      10   painty  0.0  0.0
## 609     4         2      10   potato  8.4  9.0
## 610     4         2      10   rancid  4.3  1.4
## 611     4         2      15  buttery  0.6  1.1
## 612     4         2      15   grassy  0.0  0.0
## 613     4         2      15   painty  0.0  0.1
## 614     4         2      15   potato  5.1  8.7
## 615     4         2      15   rancid  1.8  0.2
## 616     4         2      16  buttery  1.1  4.9
## 617     4         2      16   grassy  2.1  1.1
## 618     4         2      16   painty  0.0  0.0
## 619     4         2      16   potato  3.8  7.4
## 620     4         2      16   rancid  4.7  2.5
## 621     4         2      19  buttery  6.4  1.4
## 622     4         2      19   grassy  0.0  1.3
## 623     4         2      19   painty  4.4  5.4
## 624     4         2      19   potato 10.5 12.9
## 625     4         2      19   rancid 10.8  9.7
## 626     4         2      31  buttery  0.0  0.3
## 627     4         2      31   grassy  1.0  0.0
## 628     4         2      31   painty  8.6  6.6
## 629     4         2      31   potato  6.8 10.5
## 630     4         2      31   rancid  5.0  6.0
## 631     4         2      51  buttery  2.2  3.1
## 632     4         2      51   grassy  3.3  0.7
## 633     4         2      51   painty  7.4  4.2
## 634     4         2      51   potato 10.9 13.2
## 635     4         2      51   rancid  4.5  0.1
## 636     4         2      52  buttery  0.5  1.3
## 637     4         2      52   grassy  2.4  2.0
## 638     4         2      52   painty  0.0  0.0
## 639     4         2      52   potato  6.8  8.3
## 640     4         2      52   rancid  3.1  0.5
## 641     4         2      63  buttery  0.0  0.0
## 642     4         2      63   grassy  0.0  0.0
## 643     4         2      63   painty  2.1  0.8
## 644     4         2      63   potato  8.0 11.6
## 645     4         2      63   rancid  9.3  4.0
## 646     4         2      78  buttery  0.0  0.0
## 647     4         2      78   grassy  0.0  0.0
## 648     4         2      78   painty  1.6  3.4
## 649     4         2      78   potato  3.9  1.1
## 650     4         2      78   rancid  0.0  0.0
## 651     4         2      79  buttery  0.0  0.9
## 652     4         2      79   grassy  0.0  0.0
## 653     4         2      79   painty  0.0  0.0
## 654     4         2      79   potato  8.5 10.7
## 655     4         2      79   rancid  2.7  0.0
## 656     4         2      86  buttery  0.9  0.6
## 657     4         2      86   grassy  1.5  0.0
## 658     4         2      86   painty  0.0  0.0
## 659     4         2      86   potato  2.7  2.5
## 660     4         2      86   rancid  5.2  6.4
## 661     4         3       3  buttery  0.5  0.2
## 662     4         3       3   grassy  0.4  0.0
## 663     4         3       3   painty  0.0  0.0
## 664     4         3       3   potato  1.5  5.9
## 665     4         3       3   rancid  7.8  1.3
## 666     4         3      10  buttery  8.4  7.1
## 667     4         3      10   grassy  0.0  0.0
## 668     4         3      10   painty  0.0  0.0
## 669     4         3      10   potato 10.3  9.5
## 670     4         3      10   rancid  0.0  5.7
## 671     4         3      15  buttery  0.4  0.3
## 672     4         3      15   grassy  0.3  0.1
## 673     4         3      15   painty  0.0  0.0
## 674     4         3      15   potato  5.2  7.0
## 675     4         3      15   rancid  2.0  2.9
## 676     4         3      16  buttery  5.4  4.4
## 677     4         3      16   grassy  2.2  2.8
## 678     4         3      16   painty  1.0  1.0
## 679     4         3      16   potato 12.7  6.8
## 680     4         3      16   rancid  4.1  5.8
## 681     4         3      19  buttery  1.6  0.0
## 682     4         3      19   grassy  0.0  0.0
## 683     4         3      19   painty  0.0  0.0
## 684     4         3      19   potato  5.8  4.7
## 685     4         3      19   rancid  6.5  6.4
## 686     4         3      31  buttery  2.8  0.0
## 687     4         3      31   grassy  0.0  0.0
## 688     4         3      31   painty  3.1  2.6
## 689     4         3      31   potato 11.0  9.2
## 690     4         3      31   rancid  2.7  7.9
## 691     4         3      51  buttery  3.7  2.1
## 692     4         3      51   grassy  0.1  2.7
## 693     4         3      51   painty  0.0  5.3
## 694     4         3      51   potato  7.0 10.3
## 695     4         3      51   rancid 12.9  7.2
## 696     4         3      52  buttery  1.7  0.8
## 697     4         3      52   grassy  0.9  1.4
## 698     4         3      52   painty  0.0  0.0
## 699     4         3      52   potato  3.3  5.2
## 700     4         3      52   rancid  5.6  6.4
## 701     4         3      63  buttery  0.0  0.0
## 702     4         3      63   grassy  0.0  0.0
## 703     4         3      63   painty  4.4  3.4
## 704     4         3      63   potato  5.6  5.8
## 705     4         3      63   rancid 13.3 11.2
## 706     4         3      78  buttery  1.3  2.9
## 707     4         3      78   grassy  0.0  1.1
## 708     4         3      78   painty  5.6  6.2
## 709     4         3      78   potato  7.7  3.5
## 710     4         3      78   rancid  0.0  2.7
## 711     4         3      79  buttery  0.0  0.0
## 712     4         3      79   grassy  0.0  0.0
## 713     4         3      79   painty  0.0  0.0
## 714     4         3      79   potato  5.7  9.2
## 715     4         3      79   rancid  2.5  1.0
## 716     4         3      86  buttery  0.0  0.0
## 717     4         3      86   grassy  1.4  0.0
## 718     4         3      86   painty  5.7  4.7
## 719     4         3      86   potato  1.4  2.5
## 720     4         3      86   rancid  4.7  4.6
## 721     5         1       3  buttery  0.3  0.8
## 722     5         1       3   grassy  0.0  0.0
## 723     5         1       3   painty  1.7  0.0
## 724     5         1       3   potato 14.0 12.9
## 725     5         1       3   rancid  0.0  2.8
## 726     5         1      10  buttery  8.4  5.4
## 727     5         1      10   grassy  1.5  2.6
## 728     5         1      10   painty  2.4  3.9
## 729     5         1      10   potato  9.6  8.7
## 730     5         1      10   rancid 10.2  9.3
## 731     5         1      15  buttery  0.3  0.2
## 732     5         1      15   grassy  0.3  0.5
## 733     5         1      15   painty  1.3  0.1
## 734     5         1      15   potato  4.1  3.2
## 735     5         1      15   rancid  4.9  2.5
## 736     5         1      16  buttery  0.4  3.9
## 737     5         1      16   grassy  2.8  1.4
## 738     5         1      16   painty  2.0  1.0
## 739     5         1      16   potato 10.1 10.5
## 740     5         1      16   rancid 10.2  7.5
## 741     5         1      19  buttery  0.9  1.7
## 742     5         1      19   grassy  1.7  3.3
## 743     5         1      19   painty  7.1  7.1
## 744     5         1      19   potato  5.3  9.9
## 745     5         1      19   rancid 11.5  0.9
## 746     5         1      31  buttery  0.0  0.3
## 747     5         1      31   grassy  0.4  0.0
## 748     5         1      31   painty  0.0  3.3
## 749     5         1      31   potato 11.2  9.9
## 750     5         1      31   rancid  1.1  2.5
## 751     5         1      51  buttery  2.4  4.7
## 752     5         1      51   grassy  0.2  1.0
## 753     5         1      51   painty  6.2  2.3
## 754     5         1      51   potato  9.2 12.5
## 755     5         1      51   rancid  9.5  7.1
## 756     5         1      52  buttery  0.0  0.0
## 757     5         1      52   grassy  0.0  0.3
## 758     5         1      52   painty  3.2  0.3
## 759     5         1      52   potato  4.1  6.4
## 760     5         1      52   rancid  6.5  7.1
## 761     5         1      63  buttery  0.0  0.0
## 762     5         1      63   grassy  0.0  0.0
## 763     5         1      63   painty  5.2  9.8
## 764     5         1      63   potato  9.8  4.2
## 765     5         1      63   rancid  2.0  1.3
## 766     5         1      78  buttery  1.1  1.2
## 767     5         1      78   grassy  1.3  0.0
## 768     5         1      78   painty  3.3  6.0
## 769     5         1      78   potato  3.3  5.0
## 770     5         1      78   rancid  0.0  1.1
## 771     5         1      79  buttery  0.8  0.0
## 772     5         1      79   grassy  0.0  0.0
## 773     5         1      79   painty  0.0  0.0
## 774     5         1      79   potato  8.0  8.1
## 775     5         1      79   rancid  0.0  0.0
## 776     5         1      86  buttery  0.0  0.0
## 777     5         1      86   grassy  0.0  1.2
## 778     5         1      86   painty  2.8  3.2
## 779     5         1      86   potato  2.2  3.6
## 780     5         1      86   rancid  2.7  2.0
## 781     5         2       3  buttery  0.0  1.7
## 782     5         2       3   grassy  0.0  0.0
## 783     5         2       3   painty  0.0  0.0
## 784     5         2       3   potato  3.4 13.7
## 785     5         2       3   rancid  3.2  4.0
## 786     5         2      10  buttery  7.5  2.8
## 787     5         2      10   grassy  0.0  0.0
## 788     5         2      10   painty  0.0  2.2
## 789     5         2      10   potato  9.2  8.5
## 790     5         2      10   rancid  3.5  7.1
## 791     5         2      15  buttery  0.2  0.3
## 792     5         2      15   grassy  0.2  0.4
## 793     5         2      15   painty  0.0  0.4
## 794     5         2      15   potato  4.1  1.5
## 795     5         2      15   rancid  0.8  4.7
## 796     5         2      16  buttery  5.0  6.8
## 797     5         2      16   grassy  0.1  0.2
## 798     5         2      16   painty  0.5  0.0
## 799     5         2      16   potato 13.4 11.0
## 800     5         2      16   rancid  0.9  0.7
## 801     5         2      19  buttery  5.0  4.7
## 802     5         2      19   grassy  0.0  0.0
## 803     5         2      19   painty  0.0  4.6
## 804     5         2      19   potato  7.6  5.5
## 805     5         2      19   rancid  1.1 13.4
## 806     5         2      31  buttery  0.0  0.0
## 807     5         2      31   grassy  0.5  0.0
## 808     5         2      31   painty  0.4  0.0
## 809     5         2      31   potato  5.4  6.5
## 810     5         2      31   rancid  2.1  1.5
## 811     5         2      51  buttery  2.9  4.7
## 812     5         2      51   grassy  0.7  2.2
## 813     5         2      51   painty  0.0  0.0
## 814     5         2      51   potato  8.0 12.7
## 815     5         2      51   rancid  9.5  0.1
## 816     5         2      52  buttery  0.0  0.0
## 817     5         2      52   grassy  7.1  0.2
## 818     5         2      52   painty  0.0  0.9
## 819     5         2      52   potato  4.9  5.9
## 820     5         2      52   rancid  3.9  7.7
## 821     5         2      63  buttery  0.0  0.0
## 822     5         2      63   grassy  0.0  0.0
## 823     5         2      63   painty  0.6  4.7
## 824     5         2      63   potato  4.4  7.5
## 825     5         2      63   rancid 13.8  3.2
## 826     5         2      78  buttery  0.0  0.0
## 827     5         2      78   grassy  0.9  0.0
## 828     5         2      78   painty  0.0  3.4
## 829     5         2      78   potato  5.6  2.4
## 830     5         2      78   rancid  0.0  0.0
## 831     5         2      79  buttery  0.0  0.5
## 832     5         2      79   grassy  0.0  0.0
## 833     5         2      79   painty  0.0  0.0
## 834     5         2      79   potato 10.1  6.1
## 835     5         2      79   rancid  0.0  0.0
## 836     5         2      86  buttery  1.5  1.0
## 837     5         2      86   grassy  0.0  1.5
## 838     5         2      86   painty  0.0  0.0
## 839     5         2      86   potato  5.8  3.2
## 840     5         2      86   rancid  3.5  2.7
## 841     5         3       3  buttery  0.0  4.3
## 842     5         3       3   grassy  0.0  0.0
## 843     5         3       3   painty  0.0  3.2
## 844     5         3       3   potato  4.0 10.1
## 845     5         3       3   rancid  4.6  0.0
## 846     5         3      10  buttery  8.8  4.3
## 847     5         3      10   grassy  0.0  0.0
## 848     5         3      10   painty  0.0  0.0
## 849     5         3      10   potato 10.7  9.0
## 850     5         3      10   rancid  0.0  0.0
## 851     5         3      15  buttery   NA  0.2
## 852     5         3      15   grassy   NA  0.4
## 853     5         3      15   painty   NA  0.4
## 854     5         3      15   potato   NA  3.6
## 855     5         3      15   rancid   NA  4.6
## 856     5         3      16  buttery  1.0  2.0
## 857     5         3      16   grassy  0.5  0.0
## 858     5         3      16   painty  0.0  0.0
## 859     5         3      16   potato  5.2  6.7
## 860     5         3      16   rancid  0.0  0.5
## 861     5         3      19  buttery  2.9  0.0
## 862     5         3      19   grassy  0.0  4.2
## 863     5         3      19   painty  1.5 10.3
## 864     5         3      19   potato 10.2  7.1
## 865     5         3      19   rancid  0.0 11.1
## 866     5         3      31  buttery  2.7  0.0
## 867     5         3      31   grassy  0.0  0.3
## 868     5         3      31   painty  6.9  4.2
## 869     5         3      31   potato 12.3 11.5
## 870     5         3      31   rancid  9.8  2.6
## 871     5         3      51  buttery  4.4  2.3
## 872     5         3      51   grassy  2.5  2.3
## 873     5         3      51   painty  0.0  5.1
## 874     5         3      51   potato 10.6  7.5
## 875     5         3      51   rancid  1.7  4.6
## 876     5         3      52  buttery  0.1  0.0
## 877     5         3      52   grassy  0.8  0.0
## 878     5         3      52   painty  0.0  9.2
## 879     5         3      52   potato  6.3  4.0
## 880     5         3      52   rancid  2.1  1.4
## 881     5         3      63  buttery  0.0  0.0
## 882     5         3      63   grassy  0.0  0.0
## 883     5         3      63   painty  1.4  9.7
## 884     5         3      63   potato  9.1  9.0
## 885     5         3      63   rancid  0.0  5.3
## 886     5         3      78  buttery  0.8  0.8
## 887     5         3      78   grassy  1.6  0.0
## 888     5         3      78   painty  1.3  0.0
## 889     5         3      78   potato  3.4  1.5
## 890     5         3      78   rancid  1.5  0.0
## 891     5         3      79  buttery  0.0  0.5
## 892     5         3      79   grassy  0.0  0.0
## 893     5         3      79   painty  0.0  0.0
## 894     5         3      79   potato  7.9  9.4
## 895     5         3      79   rancid  1.6  0.6
## 896     5         3      86  buttery  4.0  0.1
## 897     5         3      86   grassy  0.0  0.0
## 898     5         3      86   painty  0.0  0.0
## 899     5         3      86   potato  5.4  3.6
## 900     5         3      86   rancid  3.0  5.5
## 901     6         1       3  buttery  1.2  1.1
## 902     6         1       3   grassy  0.0  0.0
## 903     6         1       3   painty  9.5  3.0
## 904     6         1       3   potato  0.4  3.3
## 905     6         1       3   rancid  0.0  0.0
## 906     6         1      10  buttery 11.2  7.6
## 907     6         1      10   grassy  0.0  0.0
## 908     6         1      10   painty  0.0  0.0
## 909     6         1      10   potato 13.2 10.0
## 910     6         1      10   rancid  2.4  0.0
## 911     6         1      15  buttery  0.3  0.2
## 912     6         1      15   grassy  0.2  1.5
## 913     6         1      15   painty  8.7  4.7
## 914     6         1      15   potato  0.0  2.6
## 915     6         1      15   rancid  2.9  7.1
## 916     6         1      16  buttery  0.3  4.2
## 917     6         1      16   grassy  0.3  1.6
## 918     6         1      16   painty  1.2  2.2
## 919     6         1      16   potato  4.9  8.9
## 920     6         1      16   rancid  7.4  7.4
## 921     6         1      19  buttery  9.5  0.0
## 922     6         1      19   grassy  0.0  3.8
## 923     6         1      19   painty  0.0  2.8
## 924     6         1      19   potato 12.2 11.1
## 925     6         1      19   rancid  4.1  7.2
## 926     6         1      31  buttery  0.0  0.0
## 927     6         1      31   grassy  0.0  0.0
## 928     6         1      31   painty  0.0  0.6
## 929     6         1      31   potato 12.0  8.2
## 930     6         1      31   rancid  0.6  4.3
## 931     6         1      51  buttery  4.7  2.5
## 932     6         1      51   grassy  1.7  2.1
## 933     6         1      51   painty  0.0  4.5
## 934     6         1      51   potato 10.2  8.5
## 935     6         1      51   rancid  1.6  7.9
## 936     6         1      52  buttery  0.0  0.0
## 937     6         1      52   grassy  0.0  0.0
## 938     6         1      52   painty  0.8  2.2
## 939     6         1      52   potato  3.8  3.7
## 940     6         1      52   rancid  9.4  8.3
## 941     6         1      63  buttery  0.0  0.0
## 942     6         1      63   grassy  0.0  0.0
## 943     6         1      63   painty  6.2  5.0
## 944     6         1      63   potato  3.1  4.2
## 945     6         1      63   rancid  9.5  9.5
## 946     6         1      78  buttery  0.0  0.6
## 947     6         1      78   grassy  0.0  0.0
## 948     6         1      78   painty  4.3  0.9
## 949     6         1      78   potato  1.5  1.1
## 950     6         1      78   rancid  2.1  0.0
## 951     6         1      79  buttery  0.4  0.0
## 952     6         1      79   grassy  0.0  0.0
## 953     6         1      79   painty  0.0  0.0
## 954     6         1      79   potato 11.4  7.9
## 955     6         1      79   rancid  0.0  0.4
## 956     6         1      86  buttery  0.0  0.0
## 957     6         1      86   grassy  0.0  0.0
## 958     6         1      86   painty  0.9  3.8
## 959     6         1      86   potato  1.0  2.7
## 960     6         1      86   rancid  6.4  5.6
## 961     6         2       3  buttery  0.7  1.9
## 962     6         2       3   grassy  0.0  0.0
## 963     6         2       3   painty  0.0  6.7
## 964     6         2       3   potato  7.3  1.8
## 965     6         2       3   rancid 10.2  0.0
## 966     6         2      10  buttery  7.7  6.8
## 967     6         2      10   grassy  0.0  0.0
## 968     6         2      10   painty  0.0  0.0
## 969     6         2      10   potato 10.7 11.4
## 970     6         2      10   rancid  0.0  0.0
## 971     6         2      15  buttery  0.3  1.5
## 972     6         2      15   grassy  0.3  0.5
## 973     6         2      15   painty  2.0  0.1
## 974     6         2      15   potato  3.4  4.6
## 975     6         2      15   rancid  1.4  1.2
## 976     6         2      16  buttery  2.7  4.3
## 977     6         2      16   grassy  6.6  3.0
## 978     6         2      16   painty  1.0  4.6
## 979     6         2      16   potato 11.8 10.8
## 980     6         2      16   rancid  9.5 11.7
## 981     6         2      19  buttery  0.0  1.5
## 982     6         2      19   grassy  2.9  0.0
## 983     6         2      19   painty  0.0 12.2
## 984     6         2      19   potato  7.6 11.1
## 985     6         2      19   rancid  0.0 11.5
## 986     6         2      31  buttery  0.8  1.6
## 987     6         2      31   grassy  0.0  1.3
## 988     6         2      31   painty  0.0  9.9
## 989     6         2      31   potato 11.4  6.9
## 990     6         2      31   rancid  0.4 10.5
## 991     6         2      51  buttery  3.1  8.2
## 992     6         2      51   grassy  0.0  1.1
## 993     6         2      51   painty  0.0  0.0
## 994     6         2      51   potato 10.6  6.3
## 995     6         2      51   rancid  5.5  5.2
## 996     6         2      52  buttery  0.8  0.7
## 997     6         2      52   grassy  1.8  0.8
## 998     6         2      52   painty  0.0  2.6
## 999     6         2      52   potato  6.3  5.6
## 1000    6         2      52   rancid  4.2  6.3
## 1001    6         2      63  buttery  0.0  0.0
## 1002    6         2      63   grassy  0.0  0.0
## 1003    6         2      63   painty 11.1  8.8
## 1004    6         2      63   potato  5.2  6.1
## 1005    6         2      63   rancid  2.8  2.8
## 1006    6         2      78  buttery  0.0  0.0
## 1007    6         2      78   grassy  0.0  1.1
## 1008    6         2      78   painty  7.0  0.0
## 1009    6         2      78   potato  3.4  1.3
## 1010    6         2      78   rancid  1.7  0.0
## 1011    6         2      79  buttery  0.0  0.8
## 1012    6         2      79   grassy  0.0  0.0
## 1013    6         2      79   painty  0.0  0.0
## 1014    6         2      79   potato  5.7  9.4
## 1015    6         2      79   rancid  1.1  0.5
## 1016    6         2      86  buttery  5.3  0.6
## 1017    6         2      86   grassy  2.7  0.0
## 1018    6         2      86   painty  0.0  0.0
## 1019    6         2      86   potato  6.4  3.3
## 1020    6         2      86   rancid  0.0  5.7
## 1021    6         3       3  buttery  1.0  2.2
## 1022    6         3       3   grassy  0.0  0.0
## 1023    6         3       3   painty  0.9  4.7
## 1024    6         3       3   potato  2.2  5.3
## 1025    6         3       3   rancid  8.9  0.0
## 1026    6         3      10  buttery  5.4  5.5
## 1027    6         3      10   grassy  0.0  0.0
## 1028    6         3      10   painty  0.0  0.0
## 1029    6         3      10   potato 10.8 11.5
## 1030    6         3      10   rancid  0.0  6.8
## 1031    6         3      15  buttery  0.1  0.2
## 1032    6         3      15   grassy  0.1  0.3
## 1033    6         3      15   painty  6.0  0.5
## 1034    6         3      15   potato  1.0  4.3
## 1035    6         3      15   rancid  2.4  0.6
## 1036    6         3      16  buttery  0.8  5.1
## 1037    6         3      16   grassy  3.1  0.9
## 1038    6         3      16   painty  1.3  0.2
## 1039    6         3      16   potato  5.3 12.1
## 1040    6         3      16   rancid  9.8  3.2
## 1041    6         3      19  buttery  1.0  3.6
## 1042    6         3      19   grassy  0.0  0.0
## 1043    6         3      19   painty  0.0  6.0
## 1044    6         3      19   potato 10.6  6.1
## 1045    6         3      19   rancid  0.0 13.0
## 1046    6         3      31  buttery  0.0  0.0
## 1047    6         3      31   grassy  0.0  2.5
## 1048    6         3      31   painty  0.3  9.7
## 1049    6         3      31   potato  8.3  8.1
## 1050    6         3      31   rancid  3.8  7.2
## 1051    6         3      51  buttery  4.5  2.5
## 1052    6         3      51   grassy  0.9  2.3
## 1053    6         3      51   painty  2.0  0.0
## 1054    6         3      51   potato 12.4  8.5
## 1055    6         3      51   rancid  5.4  5.9
## 1056    6         3      52  buttery  0.0  0.0
## 1057    6         3      52   grassy  0.8  1.1
## 1058    6         3      52   painty  0.4  0.4
## 1059    6         3      52   potato  4.4  3.9
## 1060    6         3      52   rancid  6.3  5.2
## 1061    6         3      63  buttery  0.0  0.0
## 1062    6         3      63   grassy  0.0  0.0
## 1063    6         3      63   painty  1.7  0.8
## 1064    6         3      63   potato  6.5 11.4
## 1065    6         3      63   rancid  4.7  2.8
## 1066    6         3      78  buttery  0.0  0.0
## 1067    6         3      78   grassy  1.5  1.2
## 1068    6         3      78   painty  2.9  2.4
## 1069    6         3      78   potato  5.5  4.3
## 1070    6         3      78   rancid  1.8  0.0
## 1071    6         3      79  buttery  0.0  0.0
## 1072    6         3      79   grassy  0.5  0.0
## 1073    6         3      79   painty  0.0  0.0
## 1074    6         3      79   potato  8.4  8.8
## 1075    6         3      79   rancid  1.0  1.1
## 1076    6         3      86  buttery  1.2  0.0
## 1077    6         3      86   grassy  0.0  0.0
## 1078    6         3      86   painty  0.0  1.1
## 1079    6         3      86   potato  2.2  4.1
## 1080    6         3      86   rancid  2.8  4.4
## 1081    7         1       3  buttery  0.0  0.0
## 1082    7         1       3   grassy  0.0  0.0
## 1083    7         1       3   painty  5.5  8.2
## 1084    7         1       3   potato  2.9  0.8
## 1085    7         1       3   rancid  0.0  0.0
## 1086    7         1      10  buttery  6.4  3.7
## 1087    7         1      10   grassy  0.0  0.0
## 1088    7         1      10   painty  0.0  0.0
## 1089    7         1      10   potato 11.0  8.7
## 1090    7         1      10   rancid  0.0  5.1
## 1091    7         1      15  buttery  0.1  0.0
## 1092    7         1      15   grassy  0.0  0.0
## 1093    7         1      15   painty  5.1  2.7
## 1094    7         1      15   potato  1.2  2.9
## 1095    7         1      15   rancid  1.1  5.5
## 1096    7         1      16  buttery  2.6  5.7
## 1097    7         1      16   grassy  0.4  0.1
## 1098    7         1      16   painty  0.2  0.1
## 1099    7         1      16   potato  9.0  7.2
## 1100    7         1      16   rancid  0.1  0.0
## 1101    7         1      19  buttery  3.2  1.5
## 1102    7         1      19   grassy  0.0  0.0
## 1103    7         1      19   painty  3.2  0.0
## 1104    7         1      19   potato  7.0  5.5
## 1105    7         1      19   rancid  4.9  0.0
## 1106    7         1      31  buttery  0.0  0.0
## 1107    7         1      31   grassy  0.0  0.0
## 1108    7         1      31   painty  2.0  0.0
## 1109    7         1      31   potato 12.2  9.4
## 1110    7         1      31   rancid  2.5  5.6
## 1111    7         1      51  buttery  1.7  1.4
## 1112    7         1      51   grassy  0.1  0.0
## 1113    7         1      51   painty  0.1  0.0
## 1114    7         1      51   potato  8.6 14.1
## 1115    7         1      51   rancid  1.4  4.5
## 1116    7         1      52  buttery  0.0  0.1
## 1117    7         1      52   grassy  1.7  1.6
## 1118    7         1      52   painty  1.1  2.1
## 1119    7         1      52   potato  5.8  3.2
## 1120    7         1      52   rancid  8.5  9.5
## 1121    7         1      63  buttery  0.0  0.0
## 1122    7         1      63   grassy  0.0  0.0
## 1123    7         1      63   painty  0.4  2.1
## 1124    7         1      63   potato  8.3  6.2
## 1125    7         1      63   rancid  1.1  5.1
## 1126    7         1      78  buttery  1.2  1.0
## 1127    7         1      78   grassy  0.0  0.0
## 1128    7         1      78   painty  3.5  2.0
## 1129    7         1      78   potato  4.9  0.5
## 1130    7         1      78   rancid  1.1  0.0
## 1131    7         1      79  buttery  0.0  0.0
## 1132    7         1      79   grassy  0.0  0.0
## 1133    7         1      79   painty  0.0  0.0
## 1134    7         1      79   potato  5.1  9.9
## 1135    7         1      79   rancid  2.0  0.0
## 1136    7         1      86  buttery  1.2  0.0
## 1137    7         1      86   grassy  0.0  0.0
## 1138    7         1      86   painty  4.9  9.5
## 1139    7         1      86   potato  5.2  1.2
## 1140    7         1      86   rancid  7.9 11.0
## 1141    7         2       3  buttery  0.6  1.2
## 1142    7         2       3   grassy  0.0  0.0
## 1143    7         2       3   painty  7.6  7.9
## 1144    7         2       3   potato  1.5  3.5
## 1145    7         2       3   rancid  0.0  0.0
## 1146    7         2      10  buttery  9.0  4.4
## 1147    7         2      10   grassy  0.0  0.0
## 1148    7         2      10   painty  0.0  0.0
## 1149    7         2      10   potato 10.5  9.6
## 1150    7         2      10   rancid  0.0  6.1
## 1151    7         2      15  buttery  0.1  0.0
## 1152    7         2      15   grassy  0.2  0.0
## 1153    7         2      15   painty  4.7  1.8
## 1154    7         2      15   potato  0.4  1.7
## 1155    7         2      15   rancid  1.3  3.4
## 1156    7         2      16  buttery  1.6  5.6
## 1157    7         2      16   grassy  0.0  0.3
## 1158    7         2      16   painty  0.0  0.1
## 1159    7         2      16   potato  3.7  8.1
## 1160    7         2      16   rancid  1.5  0.2
## 1161    7         2      19  buttery  0.0  0.0
## 1162    7         2      19   grassy  0.0  6.7
## 1163    7         2      19   painty  8.9  3.0
## 1164    7         2      19   potato  6.5  9.3
## 1165    7         2      19   rancid  6.6 10.9
## 1166    7         2      31  buttery  0.0  0.0
## 1167    7         2      31   grassy  0.0  0.0
## 1168    7         2      31   painty  8.5  3.0
## 1169    7         2      31   potato  6.1  7.0
## 1170    7         2      31   rancid  6.0  8.5
## 1171    7         2      51  buttery  2.5  4.4
## 1172    7         2      51   grassy  0.0  3.2
## 1173    7         2      51   painty  5.3  0.1
## 1174    7         2      51   potato  7.3 12.4
## 1175    7         2      51   rancid  5.0  0.0
## 1176    7         2      52  buttery  0.3  0.0
## 1177    7         2      52   grassy  1.5  1.3
## 1178    7         2      52   painty  2.6  1.4
## 1179    7         2      52   potato  4.1  4.2
## 1180    7         2      52   rancid  8.8 10.5
## 1181    7         2      63  buttery  0.5  0.0
## 1182    7         2      63   grassy  0.0  0.0
## 1183    7         2      63   painty  6.9  1.3
## 1184    7         2      63   potato 10.4  9.8
## 1185    7         2      63   rancid  3.2  0.3
## 1186    7         2      78  buttery  0.0  1.0
## 1187    7         2      78   grassy  0.0  0.0
## 1188    7         2      78   painty  1.5  0.0
## 1189    7         2      78   potato  1.3  1.4
## 1190    7         2      78   rancid  1.9  0.0
## 1191    7         2      79  buttery   NA  0.0
## 1192    7         2      79   grassy  0.0  0.0
## 1193    7         2      79   painty  0.0  0.0
## 1194    7         2      79   potato  7.3  6.6
## 1195    7         2      79   rancid  0.7  2.0
## 1196    7         2      86  buttery  0.0  0.0
## 1197    7         2      86   grassy  0.0  0.0
## 1198    7         2      86   painty  7.3  1.1
## 1199    7         2      86   potato  1.2  3.6
## 1200    7         2      86   rancid 10.1  5.1
## 1201    7         3       3  buttery  0.7  0.9
## 1202    7         3       3   grassy  0.0  0.0
## 1203    7         3       3   painty  3.0  9.8
## 1204    7         3       3   potato  0.9  2.6
## 1205    7         3       3   rancid  0.0  0.0
## 1206    7         3      10  buttery  2.7  8.1
## 1207    7         3      10   grassy  0.0  0.0
## 1208    7         3      10   painty  0.0  0.0
## 1209    7         3      10   potato  7.1  9.5
## 1210    7         3      10   rancid  7.4  3.9
## 1211    7         3      15  buttery  0.0  0.1
## 1212    7         3      15   grassy  0.0  0.1
## 1213    7         3      15   painty  3.8  6.0
## 1214    7         3      15   potato  1.2  1.0
## 1215    7         3      15   rancid  5.4  3.1
## 1216    7         3      16  buttery  5.1  7.5
## 1217    7         3      16   grassy  0.0  0.1
## 1218    7         3      16   painty  0.0  0.0
## 1219    7         3      16   potato 12.7 10.8
## 1220    7         3      16   rancid  0.6  1.2
## 1221    7         3      19  buttery  0.0  0.0
## 1222    7         3      19   grassy  0.0  0.0
## 1223    7         3      19   painty  0.0 11.5
## 1224    7         3      19   potato  8.6  9.0
## 1225    7         3      19   rancid 10.4 13.0
## 1226    7         3      31  buttery  0.0  0.4
## 1227    7         3      31   grassy  0.0  0.0
## 1228    7         3      31   painty  3.6  8.0
## 1229    7         3      31   potato  6.4 12.0
## 1230    7         3      31   rancid  5.0 11.3
## 1231    7         3      51  buttery  2.2  4.6
## 1232    7         3      51   grassy  2.9  1.1
## 1233    7         3      51   painty  1.6  4.9
## 1234    7         3      51   potato  9.4  8.7
## 1235    7         3      51   rancid  8.4  4.5
## 1236    7         3      52  buttery  0.3  0.8
## 1237    7         3      52   grassy  1.1  3.7
## 1238    7         3      52   painty  0.0  0.2
## 1239    7         3      52   potato  6.4  5.7
## 1240    7         3      52   rancid  7.0  6.0
## 1241    7         3      63  buttery  0.0  0.5
## 1242    7         3      63   grassy  0.0  0.0
## 1243    7         3      63   painty  0.0  0.9
## 1244    7         3      63   potato  9.5 10.7
## 1245    7         3      63   rancid  1.4  8.1
## 1246    7         3      78  buttery  0.0  0.0
## 1247    7         3      78   grassy  0.0  0.0
## 1248    7         3      78   painty  6.2  3.5
## 1249    7         3      78   potato  4.3  0.2
## 1250    7         3      78   rancid  3.4  1.0
## 1251    7         3      79  buttery  0.0  0.0
## 1252    7         3      79   grassy  0.0  0.0
## 1253    7         3      79   painty  0.5  0.0
## 1254    7         3      79   potato  7.2  6.5
## 1255    7         3      79   rancid  0.7  1.5
## 1256    7         3      86  buttery  2.3  0.0
## 1257    7         3      86   grassy  2.8  1.4
## 1258    7         3      86   painty  0.0  4.0
## 1259    7         3      86   potato  3.0  2.4
## 1260    7         3      86   rancid  0.0  7.5
## 1261    8         1       3  buttery  0.5  0.3
## 1262    8         1       3   grassy  1.3  0.0
## 1263    8         1       3   painty  3.8  8.1
## 1264    8         1       3   potato  3.5  0.6
## 1265    8         1       3   rancid  0.0  0.0
## 1266    8         1      10  buttery  8.2  4.0
## 1267    8         1      10   grassy  0.0  0.0
## 1268    8         1      10   painty  0.0  3.5
## 1269    8         1      10   potato 10.2  8.6
## 1270    8         1      10   rancid  5.2  8.6
## 1271    8         1      15  buttery  1.9  0.0
## 1272    8         1      15   grassy  0.1  0.0
## 1273    8         1      15   painty  5.4  2.6
## 1274    8         1      15   potato  1.9  0.6
## 1275    8         1      15   rancid  3.9  6.2
## 1276    8         1      16  buttery  1.0  0.3
## 1277    8         1      16   grassy  1.8  0.2
## 1278    8         1      16   painty  2.9  2.7
## 1279    8         1      16   potato  2.4  0.9
## 1280    8         1      16   rancid  9.7  2.4
## 1281    8         1      19  buttery  3.5  0.0
## 1282    8         1      19   grassy  0.0 11.1
## 1283    8         1      19   painty  0.0  2.0
## 1284    8         1      19   potato  5.4 11.0
## 1285    8         1      19   rancid  2.1 10.0
## 1286    8         1      31  buttery  0.0  0.0
## 1287    8         1      31   grassy  0.0  0.0
## 1288    8         1      31   painty  1.2 10.3
## 1289    8         1      31   potato  4.0  6.6
## 1290    8         1      31   rancid 10.0 10.8
## 1291    8         1      51  buttery  0.8  1.3
## 1292    8         1      51   grassy  0.7  0.0
## 1293    8         1      51   painty  0.0  3.8
## 1294    8         1      51   potato 14.9 11.5
## 1295    8         1      51   rancid  1.0  1.0
## 1296    8         1      52  buttery  0.0  0.0
## 1297    8         1      52   grassy  0.0  0.0
## 1298    8         1      52   painty  6.5  6.4
## 1299    8         1      52   potato  2.1  1.7
## 1300    8         1      52   rancid  4.9  3.3
## 1301    8         1      63  buttery  0.0  0.0
## 1302    8         1      63   grassy  0.0  0.0
## 1303    8         1      63   painty  9.2 12.9
## 1304    8         1      63   potato  5.9  3.8
## 1305    8         1      63   rancid 12.4 10.5
## 1306    8         1      78  buttery  0.0  0.9
## 1307    8         1      78   grassy  0.0  0.0
## 1308    8         1      78   painty  1.3  8.3
## 1309    8         1      78   potato  1.5  1.6
## 1310    8         1      78   rancid  0.0  7.2
## 1311    8         1      79  buttery   NA  0.0
## 1312    8         1      79   grassy  0.0  0.0
## 1313    8         1      79   painty  0.0  0.0
## 1314    8         1      79   potato 10.5  9.8
## 1315    8         1      79   rancid  0.5  0.0
## 1316    8         1      86  buttery  0.0  0.0
## 1317    8         1      86   grassy  0.0  0.0
## 1318    8         1      86   painty  7.6 11.6
## 1319    8         1      86   potato  3.8  1.4
## 1320    8         1      86   rancid 11.6  8.0
## 1321    8         2       3  buttery  0.3  0.3
## 1322    8         2       3   grassy  0.0  0.0
## 1323    8         2       3   painty  6.8  7.6
## 1324    8         2       3   potato  0.9  0.5
## 1325    8         2       3   rancid  0.0  0.0
## 1326    8         2      10  buttery  4.6  9.3
## 1327    8         2      10   grassy  0.0  0.0
## 1328    8         2      10   painty  0.0  0.0
## 1329    8         2      10   potato 10.9 10.3
## 1330    8         2      10   rancid  0.0  2.6
## 1331    8         2      15  buttery  0.1  0.0
## 1332    8         2      15   grassy  0.3  0.1
## 1333    8         2      15   painty  3.6  5.6
## 1334    8         2      15   potato  3.2  2.3
## 1335    8         2      15   rancid  1.0  3.1
## 1336    8         2      16  buttery   NA  3.5
## 1337    8         2      16   grassy  1.4  0.2
## 1338    8         2      16   painty  0.0  0.0
## 1339    8         2      16   potato  4.5  5.3
## 1340    8         2      16   rancid  6.7  1.5
## 1341    8         2      19  buttery  2.2  5.2
## 1342    8         2      19   grassy  0.0  0.0
## 1343    8         2      19   painty  0.0  0.0
## 1344    8         2      19   potato 11.2  8.7
## 1345    8         2      19   rancid  4.1  0.0
## 1346    8         2      31  buttery  1.1  1.0
## 1347    8         2      31   grassy  0.0  0.0
## 1348    8         2      31   painty  0.0  9.1
## 1349    8         2      31   potato  7.8  9.9
## 1350    8         2      31   rancid  3.9  5.5
## 1351    8         2      51  buttery  1.4  6.2
## 1352    8         2      51   grassy  2.0  4.1
## 1353    8         2      51   painty  0.0  2.3
## 1354    8         2      51   potato 13.8  8.5
## 1355    8         2      51   rancid  1.2  4.8
## 1356    8         2      52  buttery  0.0  0.0
## 1357    8         2      52   grassy  0.0  0.0
## 1358    8         2      52   painty  2.9  8.7
## 1359    8         2      52   potato  3.9  0.0
## 1360    8         2      52   rancid  8.2  0.5
## 1361    8         2      63  buttery  0.0  0.0
## 1362    8         2      63   grassy  0.0  0.0
## 1363    8         2      63   painty  9.7  4.2
## 1364    8         2      63   potato  3.9  5.7
## 1365    8         2      63   rancid 11.4  8.6
## 1366    8         2      78  buttery  0.0  1.2
## 1367    8         2      78   grassy  0.0  0.0
## 1368    8         2      78   painty  3.6  6.3
## 1369    8         2      78   potato  4.0  2.1
## 1370    8         2      78   rancid  3.0  7.2
## 1371    8         2      79  buttery  0.0  0.0
## 1372    8         2      79   grassy  0.0  1.4
## 1373    8         2      79   painty  0.0   NA
## 1374    8         2      79   potato  8.2  5.7
## 1375    8         2      79   rancid  1.0  2.3
## 1376    8         2      86  buttery  0.0  0.0
## 1377    8         2      86   grassy  0.0  0.0
## 1378    8         2      86   painty 10.5  8.0
## 1379    8         2      86   potato  1.3  2.8
## 1380    8         2      86   rancid  8.8  6.4
## 1381    8         3       3  buttery  0.6  0.5
## 1382    8         3       3   grassy  0.0  0.0
## 1383    8         3       3   painty  5.9 11.3
## 1384    8         3       3   potato  1.5  0.5
## 1385    8         3       3   rancid  0.0  0.0
## 1386    8         3      10  buttery  6.0  4.5
## 1387    8         3      10   grassy  0.0  0.0
## 1388    8         3      10   painty  0.0  0.0
## 1389    8         3      10   potato 10.0 10.9
## 1390    8         3      10   rancid  1.0  6.4
## 1391    8         3      15  buttery  0.0  0.1
## 1392    8         3      15   grassy  0.0  0.2
## 1393    8         3      15   painty  3.4  6.8
## 1394    8         3      15   potato  0.6  0.2
## 1395    8         3      15   rancid  0.6  2.0
## 1396    8         3      16  buttery  0.9  1.2
## 1397    8         3      16   grassy  0.5  0.1
## 1398    8         3      16   painty  0.1  0.0
## 1399    8         3      16   potato  2.2  3.3
## 1400    8         3      16   rancid  7.8  0.3
## 1401    8         3      19  buttery  2.9  0.0
## 1402    8         3      19   grassy  0.0  0.0
## 1403    8         3      19   painty  5.3  8.5
## 1404    8         3      19   potato 11.1 11.5
## 1405    8         3      19   rancid  0.0 12.6
## 1406    8         3      31  buttery  0.0  0.0
## 1407    8         3      31   grassy  0.0  0.0
## 1408    8         3      31   painty  3.3  0.0
## 1409    8         3      31   potato  4.2  8.1
## 1410    8         3      31   rancid  6.8  2.0
## 1411    8         3      51  buttery  5.5  1.1
## 1412    8         3      51   grassy  1.9  0.0
## 1413    8         3      51   painty  0.1  0.1
## 1414    8         3      51   potato 14.5 14.0
## 1415    8         3      51   rancid  0.1  3.0
## 1416    8         3      52  buttery  0.0  0.0
## 1417    8         3      52   grassy  0.0  0.0
## 1418    8         3      52   painty  7.2  3.5
## 1419    8         3      52   potato  0.0  3.2
## 1420    8         3      52   rancid  3.2 10.1
## 1421    8         3      63  buttery  0.0  0.4
## 1422    8         3      63   grassy  0.0  0.0
## 1423    8         3      63   painty  0.4  6.6
## 1424    8         3      63   potato  7.8  8.6
## 1425    8         3      63   rancid  6.6  4.2
## 1426    8         3      78  buttery  0.0  0.0
## 1427    8         3      78   grassy  0.0  0.0
## 1428    8         3      78   painty  0.6  1.3
## 1429    8         3      78   potato  0.8  3.2
## 1430    8         3      78   rancid  0.0  0.7
## 1431    8         3      79  buttery  0.0  0.0
## 1432    8         3      79   grassy  0.0  0.0
## 1433    8         3      79   painty  0.0  0.0
## 1434    8         3      79   potato  6.8  5.7
## 1435    8         3      79   rancid  0.5  1.4
## 1436    8         3      86  buttery  0.0  0.0
## 1437    8         3      86   grassy  0.0  0.0
## 1438    8         3      86   painty  7.5  8.7
## 1439    8         3      86   potato  1.4  1.4
## 1440    8         3      86   rancid 10.8  6.4
## 1441    9         1       3  buttery  0.4  0.5
## 1442    9         1       3   grassy  0.0  0.0
## 1443    9         1       3   painty  7.0  3.4
## 1444    9         1       3   potato  1.1  2.5
## 1445    9         1       3   rancid  0.0  0.0
## 1446    9         1      10  buttery  8.5  8.4
## 1447    9         1      10   grassy  0.0  0.0
## 1448    9         1      10   painty  0.0  0.0
## 1449    9         1      10   potato 10.5 11.2
## 1450    9         1      10   rancid  2.6  2.4
## 1451    9         1      15  buttery  0.1  0.4
## 1452    9         1      15   grassy  0.1  0.0
## 1453    9         1      15   painty 10.8  3.1
## 1454    9         1      15   potato  0.2  1.7
## 1455    9         1      15   rancid  5.5  0.4
## 1456    9         1      16  buttery  6.7  4.9
## 1457    9         1      16   grassy  0.1  0.1
## 1458    9         1      16   painty  0.2  0.0
## 1459    9         1      16   potato  5.4  8.5
## 1460    9         1      16   rancid  6.9  0.1
## 1461    9         1      19  buttery  0.0  3.0
## 1462    9         1      19   grassy  0.0  0.0
## 1463    9         1      19   painty  2.4  0.0
## 1464    9         1      19   potato  9.6  9.0
## 1465    9         1      19   rancid  9.6  2.5
## 1466    9         1      51  buttery  0.0  3.5
## 1467    9         1      51   grassy  1.7  0.7
## 1468    9         1      51   painty  3.0  1.6
## 1469    9         1      51   potato 10.2 12.7
## 1470    9         1      51   rancid  9.9  3.3
## 1471    9         1      52  buttery  0.2  0.0
## 1472    9         1      52   grassy  0.0  0.0
## 1473    9         1      52   painty  3.7  3.2
## 1474    9         1      52   potato  5.1  3.0
## 1475    9         1      52   rancid  3.9  3.4
## 1476    9         1      63  buttery  0.0  0.0
## 1477    9         1      63   grassy  0.0  0.0
## 1478    9         1      63   painty 12.8  1.7
## 1479    9         1      63   potato  1.7  5.3
## 1480    9         1      63   rancid 13.3  9.4
## 1481    9         1      78  buttery  0.0  0.0
## 1482    9         1      78   grassy  0.0  0.0
## 1483    9         1      78   painty  5.2  0.0
## 1484    9         1      78   potato  3.5  1.0
## 1485    9         1      78   rancid  4.0  0.0
## 1486    9         1      79  buttery  0.0  0.0
## 1487    9         1      79   grassy  0.0  0.0
## 1488    9         1      79   painty  0.0  0.0
## 1489    9         1      79   potato 10.1  9.1
## 1490    9         1      79   rancid  0.2  1.6
## 1491    9         2       3  buttery  0.2  1.4
## 1492    9         2       3   grassy  0.0  0.0
## 1493    9         2       3   painty  0.0  7.0
## 1494    9         2       3   potato  2.7  1.8
## 1495    9         2       3   rancid  8.9  0.0
## 1496    9         2      10  buttery  6.7  8.8
## 1497    9         2      10   grassy  0.0  0.0
## 1498    9         2      10   painty 10.6  0.0
## 1499    9         2      10   potato 10.4 11.0
## 1500    9         2      10   rancid  8.0  0.0
## 1501    9         2      15  buttery  0.1  1.3
## 1502    9         2      15   grassy  0.2  0.0
## 1503    9         2      15   painty 10.6  6.4
## 1504    9         2      15   potato  0.2  0.0
## 1505    9         2      15   rancid  3.0  4.5
## 1506    9         2      16  buttery  2.8  2.2
## 1507    9         2      16   grassy  0.5  0.0
## 1508    9         2      16   painty  0.1  0.0
## 1509    9         2      16   potato  8.5  3.8
## 1510    9         2      16   rancid  7.9  0.0
## 1511    9         2      19  buttery  3.6  0.0
## 1512    9         2      19   grassy  0.0  0.0
## 1513    9         2      19   painty  0.0 12.6
## 1514    9         2      19   potato 11.1  6.2
## 1515    9         2      19   rancid  8.1  7.9
## 1516    9         2      51  buttery  2.3  3.9
## 1517    9         2      51   grassy  0.0  0.0
## 1518    9         2      51   painty  0.1  2.0
## 1519    9         2      51   potato  7.3 10.6
## 1520    9         2      51   rancid 14.9  0.0
## 1521    9         2      52  buttery  0.0  0.0
## 1522    9         2      52   grassy  0.0  0.0
## 1523    9         2      52   painty  2.5  8.5
## 1524    9         2      52   potato  1.8  1.6
## 1525    9         2      52   rancid  9.6  5.0
## 1526    9         2      63  buttery  0.0  0.0
## 1527    9         2      63   grassy  0.0  0.0
## 1528    9         2      63   painty 12.3  4.4
## 1529    9         2      63   potato  1.8  9.1
## 1530    9         2      63   rancid 13.7  8.0
## 1531    9         2      78  buttery  0.0  0.0
## 1532    9         2      78   grassy  0.0  0.9
## 1533    9         2      78   painty  1.6  2.2
## 1534    9         2      78   potato  2.0  3.4
## 1535    9         2      78   rancid  4.0  0.0
## 1536    9         2      79  buttery  0.0  0.0
## 1537    9         2      79   grassy  0.0  0.0
## 1538    9         2      79   painty  0.0  0.0
## 1539    9         2      79   potato  6.7  9.4
## 1540    9         2      79   rancid  0.0  1.3
## 1541    9         3       3  buttery  0.5  0.3
## 1542    9         3       3   grassy  0.0  0.0
## 1543    9         3       3   painty  4.3  6.7
## 1544    9         3       3   potato  1.6  0.7
## 1545    9         3       3   rancid  0.0  0.0
## 1546    9         3      10  buttery  8.5  3.4
## 1547    9         3      10   grassy  0.0  0.0
## 1548    9         3      10   painty  1.7  4.9
## 1549    9         3      10   potato 10.2  7.3
## 1550    9         3      10   rancid  3.7  8.6
## 1551    9         3      15  buttery  0.0  0.0
## 1552    9         3      15   grassy  0.1  0.0
## 1553    9         3      15   painty  7.3  7.1
## 1554    9         3      15   potato  0.7  1.5
## 1555    9         3      15   rancid  3.4  2.6
## 1556    9         3      16  buttery  2.6  2.4
## 1557    9         3      16   grassy  0.7  2.4
## 1558    9         3      16   painty  0.3  0.0
## 1559    9         3      16   potato  7.5  3.6
## 1560    9         3      16   rancid  6.6  0.9
## 1561    9         3      19  buttery  0.0  0.0
## 1562    9         3      19   grassy  0.0  7.2
## 1563    9         3      19   painty  8.9 11.3
## 1564    9         3      19   potato  7.9  9.1
## 1565    9         3      19   rancid 13.1  9.8
## 1566    9         3      51  buttery  0.4  4.7
## 1567    9         3      51   grassy  1.9  0.0
## 1568    9         3      51   painty  4.2  0.0
## 1569    9         3      51   potato  8.2  8.9
## 1570    9         3      51   rancid  4.0  8.7
## 1571    9         3      52  buttery  0.0  0.0
## 1572    9         3      52   grassy  0.0  0.0
## 1573    9         3      52   painty  4.5  9.5
## 1574    9         3      52   potato  1.1  4.0
## 1575    9         3      52   rancid  4.7  0.0
## 1576    9         3      63  buttery  0.0  0.0
## 1577    9         3      63   grassy  0.0  0.0
## 1578    9         3      63   painty  8.4 10.5
## 1579    9         3      63   potato  7.5  6.0
## 1580    9         3      63   rancid 11.7 11.6
## 1581    9         3      78  buttery  1.0  0.0
## 1582    9         3      78   grassy  0.0  0.0
## 1583    9         3      78   painty  3.8  0.0
## 1584    9         3      78   potato  7.9  0.0
## 1585    9         3      78   rancid  2.8  0.0
## 1586    9         3      79  buttery  0.0  1.5
## 1587    9         3      79   grassy  0.0  0.0
## 1588    9         3      79   painty  0.0  0.0
## 1589    9         3      79   potato  7.8  8.1
## 1590    9         3      79   rancid  3.8  0.4
## 1591   10         1      10  buttery  7.1  8.5
## 1592   10         1      10   grassy  1.6  0.0
## 1593   10         1      10   painty  8.2  2.9
## 1594   10         1      10   potato 10.6 12.1
## 1595   10         1      10   rancid  5.4  4.0
## 1596   10         1      15  buttery  0.1  0.1
## 1597   10         1      15   grassy  0.1  0.1
## 1598   10         1      15   painty  2.7  1.0
## 1599   10         1      15   potato  0.1  1.7
## 1600   10         1      15   rancid 10.8  7.4
## 1601   10         1      16  buttery  7.0  7.8
## 1602   10         1      16   grassy  0.0  0.0
## 1603   10         1      16   painty  2.7  3.1
## 1604   10         1      16   potato  3.0  3.8
## 1605   10         1      16   rancid  9.1  8.5
## 1606   10         1      19  buttery  1.6  3.2
## 1607   10         1      19   grassy  0.0  2.7
## 1608   10         1      19   painty  0.0  3.6
## 1609   10         1      19   potato 11.4 11.8
## 1610   10         1      19   rancid  2.7  8.6
## 1611   10         1      31  buttery  0.0  0.0
## 1612   10         1      31   grassy  0.0  0.0
## 1613   10         1      31   painty 12.6 11.4
## 1614   10         1      31   potato  9.5  5.3
## 1615   10         1      31   rancid 10.7  2.8
## 1616   10         1      51  buttery  2.2  0.8
## 1617   10         1      51   grassy  1.4  2.0
## 1618   10         1      51   painty  1.4  0.0
## 1619   10         1      51   potato  7.6 12.3
## 1620   10         1      51   rancid  5.2  2.7
## 1621   10         1      52  buttery  0.0  0.0
## 1622   10         1      52   grassy  0.0  0.0
## 1623   10         1      52   painty 10.8 11.0
## 1624   10         1      52   potato  0.4  0.0
## 1625   10         1      52   rancid  1.6  4.6
## 1626   10         1      63  buttery  0.0  0.0
## 1627   10         1      63   grassy  0.0  0.0
## 1628   10         1      63   painty  1.8  2.6
## 1629   10         1      63   potato  6.5  6.2
## 1630   10         1      63   rancid 11.1  8.8
## 1631   10         1      78  buttery  0.8  0.0
## 1632   10         1      78   grassy  0.0  1.2
## 1633   10         1      78   painty  1.3  6.2
## 1634   10         1      78   potato  1.2  4.4
## 1635   10         1      78   rancid  0.0  0.0
## 1636   10         1      86  buttery  0.0  0.0
## 1637   10         1      86   grassy  0.0  0.0
## 1638   10         1      86   painty 11.6 13.1
## 1639   10         1      86   potato  0.7  0.7
## 1640   10         1      86   rancid 11.6 14.3
## 1641   10         2      10  buttery  6.8  6.5
## 1642   10         2      10   grassy  2.0  0.0
## 1643   10         2      10   painty  3.6  0.0
## 1644   10         2      10   potato 10.7 10.5
## 1645   10         2      10   rancid  1.6  8.4
## 1646   10         2      15  buttery  1.4  0.1
## 1647   10         2      15   grassy  0.3  0.2
## 1648   10         2      15   painty  0.7  3.2
## 1649   10         2      15   potato  4.8  1.1
## 1650   10         2      15   rancid  2.5  8.3
## 1651   10         2      16  buttery  6.0  3.5
## 1652   10         2      16   grassy  1.2  1.1
## 1653   10         2      16   painty  0.6  2.1
## 1654   10         2      16   potato  4.2  2.9
## 1655   10         2      16   rancid  7.2  9.3
## 1656   10         2      19  buttery  0.0  0.0
## 1657   10         2      19   grassy  1.7  4.2
## 1658   10         2      19   painty 10.3 10.9
## 1659   10         2      19   potato  7.0 10.9
## 1660   10         2      19   rancid  5.7  5.0
## 1661   10         2      31  buttery  0.0  0.0
## 1662   10         2      31   grassy  0.0  0.0
## 1663   10         2      31   painty  9.1 10.2
## 1664   10         2      31   potato  4.6  2.3
## 1665   10         2      31   rancid 10.3 10.3
## 1666   10         2      51  buttery  5.3  5.7
## 1667   10         2      51   grassy  0.8  2.4
## 1668   10         2      51   painty  2.5  5.4
## 1669   10         2      51   potato 11.3  9.9
## 1670   10         2      51   rancid  0.0  1.7
## 1671   10         2      52  buttery  0.0  0.0
## 1672   10         2      52   grassy  0.0  0.0
## 1673   10         2      52   painty  7.4  6.4
## 1674   10         2      52   potato  0.3  3.8
## 1675   10         2      52   rancid  3.8 10.7
## 1676   10         2      63  buttery  0.6  0.0
## 1677   10         2      63   grassy  0.0  0.0
## 1678   10         2      63   painty  9.5 10.7
## 1679   10         2      63   potato  8.6  9.0
## 1680   10         2      63   rancid  7.9  6.7
## 1681   10         2      78  buttery  0.0  0.0
## 1682   10         2      78   grassy  0.0  0.0
## 1683   10         2      78   painty  4.1  2.4
## 1684   10         2      78   potato  5.2  1.5
## 1685   10         2      78   rancid  4.1  1.1
## 1686   10         2      86  buttery  0.0  0.0
## 1687   10         2      86   grassy  0.0  0.0
## 1688   10         2      86   painty 12.7 11.6
## 1689   10         2      86   potato  2.0  1.0
## 1690   10         2      86   rancid 10.4 11.2
## 1691   10         3      10  buttery  9.2  5.4
## 1692   10         3      10   grassy  0.0  0.0
## 1693   10         3      10   painty  0.0  1.9
## 1694   10         3      10   potato 11.3 10.0
## 1695   10         3      10   rancid  3.3  5.4
## 1696   10         3      15  buttery  0.4  3.3
## 1697   10         3      15   grassy  0.1  0.0
## 1698   10         3      15   painty  0.2  0.3
## 1699   10         3      15   potato  2.5  4.3
## 1700   10         3      15   rancid  2.6  2.1
## 1701   10         3      16  buttery  1.4  0.7
## 1702   10         3      16   grassy  1.0  1.6
## 1703   10         3      16   painty  4.4  1.3
## 1704   10         3      16   potato  3.9  2.5
## 1705   10         3      16   rancid  6.7  6.0
## 1706   10         3      19  buttery  4.0  0.0
## 1707   10         3      19   grassy  0.0  4.6
## 1708   10         3      19   painty  0.0 11.8
## 1709   10         3      19   potato  9.1 12.2
## 1710   10         3      19   rancid  5.8  9.3
## 1711   10         3      31  buttery  0.0  0.0
## 1712   10         3      31   grassy  0.0  0.0
## 1713   10         3      31   painty 11.4  0.0
## 1714   10         3      31   potato  6.5 10.4
## 1715   10         3      31   rancid  9.3  5.7
## 1716   10         3      51  buttery  3.2  2.4
## 1717   10         3      51   grassy  0.0  2.0
## 1718   10         3      51   painty  3.3  0.0
## 1719   10         3      51   potato  8.0 11.6
## 1720   10         3      51   rancid  6.8  0.0
## 1721   10         3      52  buttery  0.8  0.0
## 1722   10         3      52   grassy  0.2  0.0
## 1723   10         3      52   painty  9.0  9.3
## 1724   10         3      52   potato  1.2  1.8
## 1725   10         3      52   rancid  1.4  2.6
## 1726   10         3      63  buttery  0.0  0.0
## 1727   10         3      63   grassy  0.0  0.0
## 1728   10         3      63   painty  3.3  7.3
## 1729   10         3      63   potato  7.0  7.0
## 1730   10         3      63   rancid 11.9 11.4
## 1731   10         3      78  buttery  0.0  0.0
## 1732   10         3      78   grassy  0.9  0.0
## 1733   10         3      78   painty  1.3  1.4
## 1734   10         3      78   potato  3.7  3.3
## 1735   10         3      78   rancid  0.0  2.5
## 1736   10         3      86  buttery  0.0  0.0
## 1737   10         3      86   grassy  0.0  0.0
## 1738   10         3      86   painty 10.5  9.4
## 1739   10         3      86   potato  2.5  2.5
## 1740   10         3      86   rancid  7.0  8.2

french_fries_long %>% spread(key = rep, value = rating) %>%
  ggplot(aes(x = `1`, y = `2`)) + geom_point() +
  facet_wrap(~variable) + geom_abline(colour = "grey50")

separate

df <- data.frame(x = c(NA, "a.b", "a.d", "b.c"))
df
##      x
## 1 <NA>
## 2  a.b
## 3  a.d
## 4  b.c
df %>% separate(x, into = c("A", "B"))
##      A    B
## 1 <NA> <NA>
## 2    a    b
## 3    a    d
## 4    b    c

Your Turn (5 min)

The Iowa Data Portal is a wealth of information on and about the State of Iowa.

The website Campaign Expenditures provides data on campaign expenditures. The code below reads the data into an R session.

url <- "https://data.iowa.gov/api/views/3adi-mht4/rows.csv"
campaign <- readr::read_csv(url)

Assess the ‘messiness’ of the data. List issues that prevent us from working with the data directly. Which of these issues are of type (1) or (2) of messiness?

Problems with the data

  • Date is text, in the format of Month/Day/Year (Messy 2)
  • city coordinates are a combination of City name, state, zip code and geographic latitude and longitude. (Messy 2)
  • expenditure amount is a textual expression, not a number (Messy different)

no Messy 1? - problems of type Messy 1 are typically hard to detect and often up to interpretation/dependent on the analysis to be done.

Your Turn

  1. Read in the billboard top 100 music data:
billboard <- read.csv("http://heike.github.io/rwrks/03-r-format/data/billboard.csv")
  1. Use tidyr to convert this data into a long format.

  2. Use ggplot2 to create something like this:

Another Your-Turn (10 mins)

During the 1870 census data on people’s occupation was collected. The data occupation-1870 contains state-level aggregates of occupation by gender.

  • Use tidyr to get the data into a long format.
  • Separate the occupation.gender type variable into two variables.
  • Spread the data such that you can draw scatterplots of values for men against women facetted by occupation.

Dates and Times

Dates are deceptively hard to work with in R.

Example: 02/05/2012. Is it February 5th, or May 2nd?

Other things are difficult too:

  • Time zones
  • POSIXct format in base R is challenging

The lubridate package helps tackle some of these issues.

Basic Lubridate Use

library(lubridate)

now()
today()
now() + hours(4)
today() - days(2)
## [1] "2017-06-14 10:00:44 CDT"
## [1] "2017-06-14"
## [1] "2017-06-14 14:00:44 CDT"
## [1] "2017-06-12"

Parsing Dates

ymd("2013-05-14")
mdy("05/14/2013")
dmy("14052013")
ymd_hms("2013:05:14 14:50:30", tz = "America/Chicago")
## [1] "2013-05-14"
## [1] "2013-05-14"
## [1] "2013-05-14"
## [1] "2013-05-14 14:50:30 CDT"

Your Turn

The flights dataset contains information on over 300,000 flights that departed from New York City in the year 2013.

flights <- read.csv("http://heike.github.io/rwrks/03-r-format/data/flights.csv")

Your Turn

  1. Using the flights data, create a new column Date using lubridate. You will need to paste together the columns year, month, and day in order to do this. See the paste function.
  2. Use dplyr to calculate the average departure delay for each date.
  3. Plot the date versus the average departure delay